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Made Smarter Innovation - Digital Medicines Manufacturing Research Centre

Lead Research Organisation: University of Strathclyde
Department Name: Inst of Pharmacy and Biomedical Sci

Abstract

Powered by data, Industrial Digital Technologies (IDTs) such as artificial intelligence and autonomous robots, can be used to improve all aspects of manufacturing and supply of products along supply chains to the customer. Many companies are embracing these technologies but uptake within the pharmaceutical sector has not been as rapid. The Medicines Made Smarter Data Centre (MMSDC) looks to address the key challenges which are slowing digitalisation, and adoption of IDTs that can transform processes to deliver medicines tailored to patient needs.

Work will be carried out across five integrated platforms designed by academic and industrial researcher teams. These are: 1) The Data Platform, 2) Autonomous MicroScale Manufacturing Platform, 3) Digital Quality Control Platform, 4) Adaptive Digital Supply Platform, and 5) The MMSDC Network & Skills Platform.

Platform 1 addresses one of the sector's core digitalisation challenges - a lack of large data sets and ways to access such data. The MMSDC data platform will store and analyse data from across the MMSDC project, making it accessible, searchable and reusable for the medicines manufacturing community. New approaches for ensuring consistently high-quality data, such as good practice guides and standards, will be developed alongside data science activities which will identify what the most important data are and how best to use them with IDTs in practice.

Platform 2 will accelerate development of medicine products and manufacturing processes by creating agile, small-scale production facilities that rapidly generate large data sets and drive research. Robotic technologies will be assembled to create a unique small-scale medicine manufacturing and testing system to select drug formulations and processes to produce stable products with the desired in-vitro performance. Integrating several IDTs will accelerate drug product manufacture, significantly reducing experiments and dramatically reducing development time, raw materials and associated costs.

Platform 3 focusses on the digitalisation of Quality Control (QC) aspects of medicines development which is important for ensuring a medicine's compliance with regulatory standards and patient safety requirements. Currently, QC checks are carried out after a process has been completed possibly spotting problems after they have occurred. This approach is inefficient, fragmented, costly (>20% of total production costs) and time consuming. The digital QC platform will research how to transform QC by utilising rich data from IDTs to confirm in real time product and process compliance.

Platform 4 will generate new understanding on future supply chain needs of medicines to support adoption of adaptive digital supply chains for patient-centric supply. IDTs make smaller scale, autonomous factory concepts viable that support more flexible and distributed manufacture and supply. Supply flexibility and agility extends to scale, product variety, and shorter lead-times (from months to days) offering a responsive patient-centric or rapid replenishment operating model. Finally, technology developments closer to the patient, such as diagnostics provide visibility on patient specific needs.

Platform 5 will establish the MMSDC Network & Skills Platform. This Network will lead engagement and collaboration across key stakeholder groups involved in medicines manufacturing and investments. The Network brings together the IDT-using community and other relevant academic and industrial groups to share developments across pharmaceuticals and broader digital manufacturing sectors ensuring cross-sector diffusion of MMSDC research. Existing strategic networks will support MMSDC and act as gateways for IDT dissemination and uptake. The lack of appropriate skills in the workforce has been highlighted as a key barrier to IDT adoption. An MMSDC priority is to identify skills needs and with partners develop and deliver training to over 100 users

Organisations

 
Title CMAC Transforming Medicines Development, Manufacture & Supply 
Description Public engagement video to introduce the use of industrial digital technologies in the manufacture of medicines. 
Type Of Art Film/Video/Animation 
Year Produced 2025 
Impact TBC 
 
Title DM2 project overview 
Description The video provides an overview of the project objectives, partners, and deliverables. 
Type Of Art Film/Video/Animation 
Year Produced 2023 
Impact Created great project summary that was displayed during the 1st generation demonstrators (CMAC Open days-2023) 
URL https://cmac.ac.uk/dm2-home
 
Title Digital Medicines Manufacturing (DM²) 
Description An overview of the DM2 centre 
Type Of Art Film/Video/Animation 
Year Produced 2022 
Impact Increased the awareness regarding the DM2 project 
URL https://www.youtube.com/watch?v=0vNqEm4aAp0
 
Title Platform 1 summary (illustrative video) 
Description The video provides an overview of platform 1 objectives and deliverables. 
Type Of Art Film/Video/Animation 
Year Produced 2023 
Impact Excellent platform 1 summary that was displayed during the 1st generation demonstrators (CMAC Open days-2023) 
URL https://cmac.ac.uk/dm2-platform-1-1
 
Title Platform 2 summary (illustrative video) 
Description The video provides an overview of platform 2 objectives and deliverables. 
Type Of Art Film/Video/Animation 
Year Produced 2023 
Impact Excellent platform 2 summary that was displayed during the 1st generation demonstrators (CMAC Open days-2023) 
URL https://cmac.ac.uk/dm2-platform-2-1
 
Title Platform 3 summary (illustrative video) 
Description The video provides an overview of platform 3 objectives and deliverables. 
Type Of Art Film/Video/Animation 
Year Produced 2023 
Impact Excellent platform 1 summary that was displayed during the 1st generation demonstrators (CMAC Open days-2023) 
URL https://cmac.ac.uk/dm2-platform-3-1
 
Title Platform 4 summary (illustrative video) 
Description The video provides an overview of platform 4 objectives and deliverables. 
Type Of Art Film/Video/Animation 
Year Produced 2023 
Impact Excellent platform 4 summary that was displayed during the 1st generation demonstrators (CMAC Open days-2023) 
URL https://cmac.ac.uk/dm2-platform-4-1
 
Title Platform 5 summary (illustrative video) 
Description The video provides an overview of platform 5 objectives and deliverables. 
Type Of Art Film/Video/Animation 
Year Produced 2023 
Impact Excellent platform 5 summary that was displayed during the 1st generation demonstrators (CMAC Open days-2023) 
URL https://cmac.ac.uk/dm2-platform-5-1
 
Description The DM² programme recognises that data and Industrial Digital Technologies (IDTs) are critical for developing integrated digital solutions that significantly enhance medicines manufacturing.

The project has made excellent progress across five key platforms.
• Platform 1 has developed ontology mechanisms for biomedical data extraction, Extract, Transform, and Load (ETL) tools for streamlined data acquisition, and an automated sessile drop experiment for real-time tablet disintegration testing.
• Platform 2 has advanced an autonomous microscale production DataFactory, integrating AI, robotics, and computational modelling for self-driven medicine manufacturing, while also collaborating with Platform 3 to prototype an automated analysis system for capsule production.
• Platform 3 has created ESTAN, a toolbox for optimising data use and model reliability, improving model-based design of experiments and reducing cost and time. The team is also developing digital quality control mechanisms for capsule filling using Discrete Element Methods (DEM) and investigating the use of these digital tools of quality control in medicines manufacturing.
• Platform 4 has completed three industry-driven use cases, including digital platform integration for pharmaceutical supply chains, data-driven interventions to improve clinical trial supply chain resilience, and synchronised production and logistics for smart pharmaceutical manufacturing.
• Platform 5 has driven workforce transformation through the SkillsFactory, by offering high-quality training in IDTs via webinars, workshops, and AR-based learning, including an interactive model of the Platform 2 laboratory developed with Glasgow School of Art.

Industry collaboration remains strong, with 31 partners actively engaged, and further growth in partnerships and co-investment opportunities. The project achieved its Key Performance Indicators (KPIs),
• 23 published articles, and 5 at preprint stage and 12 in preparation.
• 2 published case studies, with other 2 completed case studies and 9 in progress.
• 50-80% estimated reduction of waste.
• 614 trained professionals through different courses, webinars and workshops.
• £2.77 million in co-investment secured by the end of 2024, with an aim of achieving £3 million by the end of the project in March 2025.
• Following the 1st Generation Demonstrators Showcase at CMAC Open Days (November 2023), the team is now focused on delivering the 2nd Generation Demonstrators (24 demonstrators), set to be showcased through seven main outputs at the showcasing event during CMAC Open Days in March 2025.
• Throughout the project, the DM2 team organised/participated/showcased in over 100 events (conferences, workshops, webinars, and public engagement), and secured 63 awards and recognitions.
Exploitation Route The outcomes of this award could be taken forward through partnerships with industry, and follow-on awards and projects to further progress the deliverables. These outcomes will benefit the academic community, pharma industry and tech providers, regulatory authorities, and the entire society.
Sectors Chemicals

Digital/Communication/Information Technologies (including Software)

Education

Healthcare

Manufacturing

including Industrial Biotechology

Pharmaceuticals and Medical Biotechnology
 
Description Medicines manufacturing contribute hugely to the UK economy. However, different challenges hinder the progress of this sector including high competitions (raw materials, supply chain, and prices), elevated cost, long development time, limited adoption of digital technologies, and low environmental sustainability of this sector. Therefore, the DM2 was established to decrease waste, boost efficiency, foster a future-ready workforce, and enhance the responsiveness of the medicines manufacturing industry for faster, sustainable delivery of medicines to patients. In collaboration with our industry partners, the DM2 has successfully developed a series of key IDT enabled capabilities that together have demonstrated the outstanding potential that digital transformation can have on traditional medicines development and manufacture, as follow: • Platform 1: The team's research focused on data organisation, aiming for data to be Findable, Accessible, Interoperable, and Reusable (FAIR) to enhance its usability in manufacturing. Results from the platform 2 (Tableting DataFactory) and any associated off line measurements are stored in a unique DataStore designed to connect all data and metadata for any measured and calculated material attributes, mixture composition, manufacturing process parameters and key product attributes. A suite of extract transform and load (ETL) programmes has been developed enabling the automatic transfer of data and metadata between instruments, the DataFactory and the DataStore, ensuring FAIR data principles are embedded as the foundation of DM2 approach, maximising future value. • Platform 2: A material sparing, self-driving tableting platform was developed within this platform. This innovative Cyber-Physical System (CPS), or DataFactory, is capable of carrying out an entire formulation workflow autonomously within 6 hours (dosing, blending, analysing, tableting and testing formulations) with experimental conditions guided by a novel system of models, or Digital Formulator, and individual experiments actuated through each experimental workflow stage using synchronised cobots. Once optimal formulation and process conditions have been identified, the platform can deliver consistent small scale batch manufacture of tablets. • Platform 3: The team's research is developing digital tools for quality control processes by developing digital design tools that streamline medicines manufacturing. A flexible software tool was created to evaluate data uncertainty and parameter estimability and global sensitivity analysis for new models developed and used in the programme. This ESTAN tool provides critical information on model performance, critical parameters and measurement data quality to inform robust decisions on test designs, model development, performance credibility and validation. • Platform 4: The team is investigating the impact of digital interventions on creating an adaptive supply network that responds to changing materials supply and healthcare provider needs. Four use cases exploring potential digital interventions in pharmaceutical supply chains have been developed with a range of partners. Of particular promise are areas looking at small scale medicine manufacture for example for clinical trials supply. This presents the potential to exploit the DM2 platforms to develop a new, digitally integrated end to end value chain, delivering medicines more quickly, at lower cost and more sustainably with reduced supply chain waste. • Platform 5: Engagement is critical to building trust in new Industrial Digital Technologies (IDTs) and nurturing an appetite for their implementation and the beneficial changes they will bring. Critical to this is a confident and sufficiently skilled workforce, ready to implement and work alongside new IDTs. The SkillsFactory, integrating immersive tech like Augmented Reality and other training courses, will prepare the workforce for the digital era. A suite of training tools focussed on IDTs and medicines manufacturing. These include augmented and mixed reality (AR/MR) tools that allow researchers to visualise the DataFactory in operation, with real-time data flows displayed to users to simplify access to meaningful information. In addition a SkillsFactory online resource has been established with a suite of dedicated course material covering introductory topics on foundational IDTs to support the up/re-skilling of staff. The project outcomes will collectively improve the medicine manufacturing process, collaboration with the industry to achieve an economic growth, train of the future workforce to enhance employability and societal development, and sustain the UK position as a leading nation in innovation and medicines manufacturing. The DM2 outputs also helped to advance pathways for translation, and fed into the development and securing various funding applications including UKRPIF partnership, £10.2 million EPSRC CDT in Cyber-Physical Systems for Medicine Development and Manufacturing (CEDAR), £11.9 million EPSRC Manufacturing Hub for Sustainable Futures Call (MediForge), the UKRI funded DPN-MED project (Digital Plug-and-Produce Network for Sustainable Medicines Development and Manufacturing) to prepare for the £10 million Grand Challenge application, and the £1m Centre of Excellence in Regulatory Science and Innovation (CERSI) that will drive regulatory consensus, advance digital tool maturity, and support the adoption of Quality by Digital Design (QbDD) ensuring faster, safer, and more sustainable medicines for patients.
Sector Chemicals,Education,Healthcare,Manufacturing, including Industrial Biotechology,Pharmaceuticals and Medical Biotechnology
Impact Types Cultural

Societal

Economic

Policy & public services
 
Description Membership of the Skills subgroup of Medicines Manufacturing Industry Partnership (MMIP)
Geographic Reach National 
Policy Influence Type Participation in a guidance/advisory committee
Impact MMIP has identified six objectives for medicines manufacturing skills in the UK: 1: Promote the Medicines Manufacturing Industry and careers within it 2: Create apprenticeships standards to enable companies to use the Apprenticeship Levy 3: Share and promote good practice for training and skills development 4: Address the low level of practical skills in graduates and other new-starters 5: Address the issues arising from there being relatively small national cohorts for education and training in a number of critical skills areas 6: As part of the ATMP Taskforce recommendations, deliver an End to End Talent Management Plan for the sector and establish a Skills and Training Academy for the UK
URL https://www.abpi.org.uk/r-d-manufacturing/medicines-manufacturing-industry-partnership-mmip/
 
Description CCDC Engagement Grant Programme
Amount £1,500 (GBP)
Organisation Cambridge Crystallographic Data Centre 
Sector Academic/University
Country United Kingdom
Start 01/2023 
End 07/2023
 
Description CERSI EOI - A regulatory Science Network for the Digital Transformation of Medicines Development and Manufacturing
Amount £50,000 (GBP)
Funding ID 10113547 
Organisation Innovate UK 
Sector Public
Country United Kingdom
Start 03/2024 
End 08/2024
 
Description DPN-MED: digital plug and produce network for sustainable medicines development and manufacturing
Amount £93,472 (GBP)
Funding ID 10146161 
Organisation Innovate UK 
Sector Public
Country United Kingdom
Start 01/2025 
End 06/2025
 
Description Dialling up performance for on demand manufacturing
Amount £5,865,535 (GBP)
Funding ID EP/W017032/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 09/2022 
End 09/2027
 
Description EPSRC MediForge Hub: Industry 5.0 Medicines Manufacturing Research Hub
Amount £11,895,078 (GBP)
Funding ID EP/Z532964/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 05/2024 
End 06/2031
 
Description Faisal Abbas received £7000 to develop a course entitled "Developing a cyber-physical system (CPS): integration of sensors, actuators, and controller"
Amount £7,000 (GBP)
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 06/2024 
End 01/2025
 
Description John Armstrong received £6000 to develop a course entitled "Introduction to Gen AI"
Amount £6,000 (GBP)
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 06/2024 
End 01/2025
 
Description Mohammad Salehian received £6000 to develop a course entitled "Advanced Optimisation Methods in Pharmaceutical Engineering"
Amount £6,000 (GBP)
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 06/2024 
End 01/2025
 
Description StrathWide 2023 Funding Call, Project Title: Deep learning characterisation of nano-in-micro particles for nose-to-brain drug delivery. DM2 researcher (Dr Mohammad Salehian)
Amount £5,000 (GBP)
Funding ID StrathWide 2023 Funding Call, University of Strathclyde 
Organisation University of Strathclyde 
Sector Academic/University
Country United Kingdom
Start 07/2023 
End 08/2024
 
Description StrathWide 2023 Funding Call, Project Title: From Pixels to Particles: A Computational Toolbox for Predicting Pharmaceutical Powder Characteristics. DM2 Team (Dr Mohammad Salehian, Dr John Armstrong, and Dr Christopher Boyle)
Amount £5,000 (GBP)
Funding ID StrathWide 2023 Funding Call, University of Strathclyde 
Organisation University of Strathclyde 
Sector Academic/University
Country United Kingdom
Start 08/2023 
End 08/2024
 
Title An end-to-end machine learning framework for the characterisation of tablet disintegration in real-time 
Description A combination of image segmentation and regime detection is used to extract and analyse data from the sessile drop experiment. The raw data is a video of the sessile drop experiment where a trained neural network is used to extract the water droplet and measure the surface area of the droplet. The surface area is then split into absorption and swelling using a sequence-to-sequence model. Models are then fitted to the absorption and swelling separately to learn more about these processes. This has been optimised to run in real-time on low-powered edge computing hardware but can also be run on more powerful hardware. 
Type Of Material Data analysis technique 
Year Produced 2023 
Provided To Others? No  
Impact Allows for the efficient study of liquid absorption and swelling of large datasets of pharmaceutical tablets. Also, can run in real-time as part of an automated setup to provide information on absorption and swelling to the optimisation framework for uninterrupted tablet manufacturing. 
 
Title Crystallisation ontology for the generation of user interfaces and the collection of experimental data 
Description The project uses an ontological approach to develop software to collect data from crystallisation experiments, whether they achieve the desired result or not, to deliver a searchable database of factorial experiments for crystallisations. Consists of an ontology, a REST API and a user interface. 
Type Of Material Computer model/algorithm 
Year Produced 2024 
Provided To Others? No  
Impact Researchers should be able to use the software to prevent the repeat of experiments that do not deliver the required end product. With a large enough dataset, searches may be able to provide optimisations to existing processes and it might be possible to use machine learning to suggest novel crystallisation techniques. 
 
Title DM2 Modelling and Optimisation Platform 
Description DM2 Modelling and Optimisation Platform includes a variety of data analysis techniques from statistical methods and analytical techniques to machine learning methodologies such as supervised and unsupervised learning. The optimisation methodologies consist of evolutionary algorithms for global search and Bayesian Optimisation for experiment recommendation. 
Type Of Material Data analysis technique 
Year Produced 2023 
Provided To Others? No  
Impact The developed model-based optimisation frameworks will significantly reduce the time and materials required for the classic design of experiments. 
 
Description Collaboration with the ISCF Digital Design Accelerator Platform (DDAP) 
Organisation AstraZeneca
Country United Kingdom 
Sector Private 
PI Contribution Project name: Digital Design Accelerator Project to Connect Active Material Design to Product Performance Provided models and data for the development of new tools on the project. Provided software development capacity via ARTICULAR RAs.
Collaborator Contribution Data were provided to validate our AI models (large pharma: AZ, GSK, Pfizer). Partners provided end users to test our tools and interfaces.
Impact New data analysis and handling capabilities that can work with data across pharmaceutical organisations
Start Year 2019
 
Description Collaboration with the ISCF Digital Design Accelerator Platform (DDAP) 
Organisation GlaxoSmithKline (GSK)
Department Research and Development GSK
Country United Kingdom 
Sector Private 
PI Contribution Project name: Digital Design Accelerator Project to Connect Active Material Design to Product Performance Provided models and data for the development of new tools on the project. Provided software development capacity via ARTICULAR RAs.
Collaborator Contribution Data were provided to validate our AI models (large pharma: AZ, GSK, Pfizer). Partners provided end users to test our tools and interfaces.
Impact New data analysis and handling capabilities that can work with data across pharmaceutical organisations
Start Year 2019
 
Description Collaboration with the ISCF Digital Design Accelerator Platform (DDAP) 
Organisation Pfizer Inc
Department Pfizer Ltd
Country United Kingdom 
Sector Private 
PI Contribution Project name: Digital Design Accelerator Project to Connect Active Material Design to Product Performance Provided models and data for the development of new tools on the project. Provided software development capacity via ARTICULAR RAs.
Collaborator Contribution Data were provided to validate our AI models (large pharma: AZ, GSK, Pfizer). Partners provided end users to test our tools and interfaces.
Impact New data analysis and handling capabilities that can work with data across pharmaceutical organisations
Start Year 2019
 
Description Project partnership with Altair 
Organisation Altair Engineering Ltd
Country United Kingdom 
Sector Private 
PI Contribution The research team is working with Altair to achieve the project outcomes.
Collaborator Contribution Altair is working with the research team providing technical expertise and access to software to deliver towards the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Applied Materials (Perceptive Engineering) 
Organisation Applied Materials
Country United States 
Sector Private 
PI Contribution The research team is working with Applied Materials to achieve the project outcomes.
Collaborator Contribution Applied Materials is working with the research team providing technical expertise and access to software to deliver towards the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with AstraZeneca 
Organisation AstraZeneca
Country United Kingdom 
Sector Private 
PI Contribution The research team is working with AstraZeneca to achieve the project outcomes.
Collaborator Contribution AstraZeneca is working with the research team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with BDD Pharma 
Organisation BDD Pharma Ltd
Country United Kingdom 
Sector Private 
PI Contribution The research team is working with BDD Pharma to achieve the project outcomes.
Collaborator Contribution BDD Pharma is working with the research team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Cambridge Crystallographic Data Centre (CCDC) 
Organisation Cambridge Crystallographic Data Centre
Country United Kingdom 
Sector Academic/University 
PI Contribution The research team is working with CCDC to achieve the project outcomes.
Collaborator Contribution CCDC is working with the research team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Cancer Research UK 
Organisation Cancer Research UK
Country United Kingdom 
Sector Charity/Non Profit 
PI Contribution The research team is working with Cancer Research UK to achieve the project outcomes.
Collaborator Contribution Cancer Research UK is working with the research team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Chiesi 
Organisation Chiesi
Country Italy 
Sector Private 
PI Contribution The research team is working with Chiesi to achieve the project outcomes.
Collaborator Contribution Chiesi is working with the research team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Eli Lilly & Company 
Organisation Eli Lilly & Company Ltd
Country United Kingdom 
Sector Private 
PI Contribution The DM2 team is working with Eli Lilly & Company to achieve the project outcomes.
Collaborator Contribution Eli Lilly & Company is working with the DM2 team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2022
 
Description Project partnership with GlaxoSmithKline (GSK) 
Organisation GlaxoSmithKline (GSK)
Country Global 
Sector Private 
PI Contribution The research team is working with GSK to achieve the project outcomes.
Collaborator Contribution GSK is working with the research team and assisting/contributing to the project outcomes. Also, GSK is working with the DM2 platform 4 to contribute with a case study.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Henry Royce Institute 
Organisation Henry Royce Institute
Country United Kingdom 
Sector Academic/University 
PI Contribution The DM2 team is working with Henry Royce Institute to achieve the project outcomes.
Collaborator Contribution Henry Royce Institute is working with the DM2 team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with KUKA Robotics UK Ltd. 
Organisation KUKA Robotics
Department KUKA Robotics UK Ltd
Country United Kingdom 
Sector Private 
PI Contribution The research team is working with KUKA Robotics to achieve the project outcomes.
Collaborator Contribution KUKA Robotics is working with the research team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Knowledge Transfer Network (KTN) 
Organisation Knowledge Transfer Network
Country United Kingdom 
Sector Charity/Non Profit 
PI Contribution The DM2 team is working with KTN to achieve the project outcomes.
Collaborator Contribution KTN is working with the DM2 team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Loughborough University 
Organisation Loughborough University
Country United Kingdom 
Sector Academic/University 
PI Contribution Platform 3 of the DM2 project is led by Dr Brahim Benyahia, Loughborough University
Collaborator Contribution Platform 3 of the DM2 project is led by Dr Brahim Benyahia, Loughborough University
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Malvern Panalytical 
Organisation Malvern Panalytical
Country United Kingdom 
Sector Private 
PI Contribution The research team is working with Malvern Panalytical to achieve the project outcomes.
Collaborator Contribution Malvern Panalytical is working with the research team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Medicines and Healthcare Regulatory Agency (MHRA) 
Organisation Medicines and Healthcare Regulatory Agency
Country United Kingdom 
Sector Public 
PI Contribution The DM2 team is working with MHRA to achieve the project outcomes.
Collaborator Contribution MHRA is working with the DM2 team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with NVIDIA 
Organisation NVIDIA
Country Global 
Sector Private 
PI Contribution The research team is working with NVIDIA to achieve the project outcomes.
Collaborator Contribution NVIDIA is working with the research team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with National Physical Laboratory (NPL) 
Organisation National Physical Laboratory
Country United Kingdom 
Sector Academic/University 
PI Contribution The research team is working with NPL to achieve the project outcomes.
Collaborator Contribution NPL is working with the research team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Pfizer 
Organisation Pfizer Inc
Department Pfizer Ltd
Country United Kingdom 
Sector Private 
PI Contribution The DM2 team is working with Pfizer to achieve the project outcomes.
Collaborator Contribution Pfizer is working with the DM2 team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2022
 
Description Project partnership with Process Systems Enterprise Limited (PSE)-Siemens 
Organisation Siemens Process Systems Engineering Ltd
Country United Kingdom 
Sector Private 
PI Contribution The research team is working with PSE to achieve the project outcomes.
Collaborator Contribution PSE is working with the research team providing technical expertise and access to software to deliver towards the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Roche 
Organisation Roche Pharmaceuticals
Country Global 
Sector Private 
PI Contribution The DM2 team is working with Roche to achieve the project outcomes.
Collaborator Contribution Roche is working with the DM2 team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2022
 
Description Project partnership with Smith and Nephew (S&N) 
Organisation Smith and Nephew
Country United Kingdom 
Sector Private 
PI Contribution The research team is working with S&N to achieve the project outcomes.
Collaborator Contribution S&N is working with the research team and assisting/contributing to the project outcomes. Also, S&N is working with the DM2 platform 4 to contribute with a case study.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with Takeda 
Organisation Takeda Pharmaceutical Company
Country Japan 
Sector Private 
PI Contribution The DM2 team is working with Takeda to achieve the project outcomes.
Collaborator Contribution Takeda is working with the DM2 team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2022
 
Description Project partnership with UCB Pharma 
Organisation UCB SA
Country Belgium 
Sector Private 
PI Contribution The research team is working with UCB to achieve the project outcomes.
Collaborator Contribution UCB is working with the research team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with University of Cambridge 
Organisation University of Cambridge
Country United Kingdom 
Sector Academic/University 
PI Contribution Platform 4 of the DM2 project is led by Dr Jagjit Singh Srai, University of Cambridge
Collaborator Contribution Platform 4 of the DM2 project is led by Dr Jagjit Singh Srai, University of Cambridge
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with the Centre for Process Innovation (CPI) 
Organisation Centre for Process Innovation (CPI)
Country United Kingdom 
Sector Private 
PI Contribution The research team is working with CPI to achieve the project outcomes.
Collaborator Contribution CPI is working with the research team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with the University of Nottingham (Connected Everything) 
Organisation University of Nottingham
Country United Kingdom 
Sector Academic/University 
PI Contribution The DM2 team is working with Connected Everything to achieve the project outcomes.
Collaborator Contribution Connected Everything is working with the DM2 team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description Project partnership with the University of Strathclyde Centre for Process Analytics and Control Technology (CPACT) 
Organisation University of Strathclyde
Department Centre for Process Analytics & Control Technology (CPACT)
Country United Kingdom 
Sector Academic/University 
PI Contribution The research team is working with CPACT to achieve the project outcomes.
Collaborator Contribution CPACT is working with the research team and assisting/contributing to the project outcomes.
Impact Made Smarter Innovation - Digital Medicines Manufacturing Research Centre
Start Year 2021
 
Description SEARCH 
Organisation University of Strathclyde
Country United Kingdom 
Sector Academic/University 
PI Contribution New technology transfer to industry and academic partners
Collaborator Contribution New applications e.g. in pharmaceutical manufacture, welding & joining, cladding
Impact New project partnerships with end users - technology demonstrators
Start Year 2021
 
Description Applied Materials software training workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact A workshop for DM2 researchers to learn more about the functionality, capabilities and applications of the PE/AM software, PharmaMV.
Year(s) Of Engagement Activity 2023
 
Description Attending 11th pan-European Science Conference on QbD & PAT (EU PAT 11) conference, 12-13 October 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact The 11th EuPAT conference brings together scientists and engineers from across academia, industry, and regulatory bodies to discuss the latest developments in the field of pharmaceutical process and product development.
Year(s) Of Engagement Activity 2023
URL https://eupat.eufeps.org/
 
Description Attending a workshop on Machine Learning/Artificial Intelligence Workshop, Uni. of Strathclyde, Aug. 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact Machine Learning/Artificial Intelligence Workshop, Uni. of Strathclyde, Aug. 2022, Glasgow, UK
Year(s) Of Engagement Activity 2022
 
Description Attending the Centre for People-Led Digitalisation Forum in Birmingham 28th February 2025 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact The DM2 attended and contributed to the discussion at the Centre for People-Led Digitalisation Forum
Year(s) Of Engagement Activity 2024
URL https://www.linkedin.com/posts/made-smarter-innovation_msi-centre-for-people-led-digitalisation-acti...
 
Description Attending the Pharma Data & Digital Medicine, 11 September 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Pharma Data Congress - Showcasing success in digital transformation with FAIR, data infrastructure, architecture and data digitalisation & automation in the lab and computational approaches
Year(s) Of Engagement Activity 2023
URL https://www.rsc.org/events/detail/75804/pharma-data-and-digital-medicine-2023
 
Description Attending, presenting, and exhibiting at CMAC Open Days, 18-20 March 2025 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact The CMAC Open Days 2025, scheduled for March 18-20, 2025, at the Technology & Innovation Centre, University of Strathclyde, Glasgow, is a three-day event focused on the future of medicines manufacturing research and innovation. Participants will have the opportunity to network with leading academics, industry professionals, and fellow researchers; discover advancements in CMAC's major research programs, including the launch of MediForge, CMAC's new research hub; and engage in interactive sessions, lab tours, and poster presentations. The event aims to provide insights into emerging industry challenges and cutting-edge technologies.
Year(s) Of Engagement Activity 2025
URL https://cmac.ac.uk/open-days-2025
 
Description Attneding the Digital Membership event with CPI DTSC 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Discussion group within CPI
Year(s) Of Engagement Activity 2024
URL https://www.uk-cpi.com/about/national-centres/digital-grand-challenge
 
Description Attneding the Knowledge Graph Conference, Hybrid, Cornell Tech NYC 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The Knowledge Graph Conference (KGC) is a pioneer in the rapidly growing field of knowledge graphs and related technologies such as graph neural networks, natural language processing, graph data science, and more. We aim to be the leading source of learning around knowledge graphs, spreading awareness, and using knowledge technologies as a force for social good.

Attend KGC 2023 in person in NYC or virtually from May 6 - 10, 2024. Join leading experts and industry thought leaders. Leverage the community-organized nature of the event, intended for networking, collaboration, dissemination of new ideas, and learning.

Register now and cover a broad spectrum of knowledge graphs and technologies-related topics.
Year(s) Of Engagement Activity 2024
URL https://www.oxfordsemantic.tech/events/kgc24---the-knowledge-graph-conference
 
Description Attneding the Knowledge Graph Powered LLM for Relation and Event Detection webinar 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact An insightful webinar exploring the capabilities of Ontotext's Relation and Event Detector (RED). In this webinar, learn how RED processes and analyzes unstructured data from news content while extracting actionable insights. Helped to discover how large language models and entity linking enable users to define, detect, and customize model schema in real-time, supporting decision-making in investment, risk management, and strategic planning. Also to explore the interplay between LLMs, knowledge graphs, and advanced NLP techniques as we uncover the narratives behind market-moving events. Don't miss this opportunity to unlock the power of RED and gain a deeper understanding of the events shaping our world.
Year(s) Of Engagement Activity 2024
URL https://www.ontotext.com/knowledgehub/webinars/knowledge-graph-powered-llm-relation-and-event-detect...
 
Description Attneding the Learning Technologies Conference-London, UK 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The Learning Technologies Conference 2024 took place on April 17-18 at ExCeL London, marking its 25th anniversary as Europe's leading event in workplace learning and technology. The conference featured over 90 industry experts, including speakers from Amazon, AstraZeneca, BP, Starbucks, and Microsoft, who led more than 30 sessions covering themes such as skills development, future L&D strategies, professional growth, AI, data analytics, and learning experience design. Running alongside the conference, the free exhibition showcased over 200 international exhibitors and offered more than 200 seminars, providing attendees with insights into the latest innovations and best practices in the learning and development sector.
Year(s) Of Engagement Activity 2024
URL https://www.learningtechnologies.co.uk/conference-2024
 
Description Attneding the Realize LLM Potential: A Knowledge Graph, Metadata & Data Fabric Approach webinar 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Much has been said about maximizing the potential of LLMs. To see success, two key elements are required: knowledge graphs and metadata. What's the gap?

Imagine a huge library of LLMs, each holding tremendous wisdom, but scattered and isolated, lacking context. Utilizing knowledge graphs and metadata to connect and enrich data with context, and identify relationships, we close the gap so LLMs become more than intelligent sounding parrots.

We'll share how by integrating disparate data sources and providing a unified information sharing framework, a knowledge graph powered data fabric empowers enterprises to use LLMs for enhanced collaboration. We will also discuss how and why Graph RAG overcomes limitations of traditional RAG based solutions.
Year(s) Of Engagement Activity 2024
URL https://www.ontotext.com/knowledgehub/webinars/realize-llm-potential-knowledge-graph-metadata-data-f...
 
Description Attneding the SLAS 2025 conference in San Diego, USA, Jan 2025 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The SLAS2025 International Conference & Exhibition, held from January 25-29, 2025, at the San Diego Convention Center, is a premier event for professionals in laboratory automation and life sciences. The conference features eight educational tracks, 17 short courses, and two keynote presentations, covering topics such as assay development, automation technologies, data science, and new modalities. With over 6,700 professionals and 400 exhibitors expected to attend, the event offers a comprehensive platform for knowledge exchange and networking
Year(s) Of Engagement Activity 2025
URL https://www.slas.org/events-calendar/slas2025-international-conference-exhibition/
 
Description Attneding the StrathWide 2024: The University of Strathclyde Researcher conference 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Postgraduate students
Results and Impact StrathWide is a conference for researchers at the University of Strathclyde. The conference's goal is to encourage collaboration between departments and faculties.
What does StrathWide do?

Participants share ideas and work together on interdisciplinary projects
Participants can listen to keynote speakers
Participants can network with other researchers
Participants can apply for funding to start new collaborative projects
Year(s) Of Engagement Activity 2024
URL https://pureportal.strath.ac.uk/en/activities/strathwide-2024-the-university-of-strathclyde-research...
 
Description Attneding/exhibiting at Exhibited at Scotland Manufacturing and Supply Chain Expo, Glasgow, Scotland. 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Media (as a channel to the public)
Results and Impact The Scotland Manufacturing & Supply Chain Conference & Exhibition 2024 took place on October 1-2, 2024, at the Scottish Event Campus (SEC) in Glasgow. The event brought together manufacturing and engineering professionals to explore the latest innovations, industry trends, and strategies shaping the future of manufacturing in Scotland and beyond.
Year(s) Of Engagement Activity 2024
URL https://www.manufacturingexposcotland.com/
 
Description Attneding/presenting at the 11th International Conference on Conveying and Handling of Particulate Solids (CHoPS 2024), Edinburgh, UK 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact The 11th International Conference on Conveying and Handling of Particulate Solids (CHoPS 2024) is scheduled for September 2-4, 2024, at the Edinburgh International Conference Centre (EICC) in Edinburgh, Scotland. This biennial event serves as a premier forum for the exchange of technical and scientific information among professionals in academia and industry involved in the handling and processing of particulate solids. The conference will cover a wide range of topics, including solids flow, bulk material behavior, powder testing, segregation, mixing, and modeling. Attendees will have opportunities to engage in presentations, workshops, and networking sessions aimed at fostering collaboration and innovation across various sectors such as pharmaceuticals, mining, food, and chemicals. Registration and abstract submissions opened in December 2023. For more details, visit the official conference website.
Year(s) Of Engagement Activity 2024
URL https://www.eicc.co.uk/whats-on/11th-international-conference-on-conveying-and-handling-of-particula...
 
Description Attneding/presenting at the 15th APS PharmSci International Conference at the University of Huddersfield, UK. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact The 15th APS PharmSci International Conference took place from September 4 to 6, 2024, at the University of Huddersfield's Queensgate campus in the Oastler Building. Organized by the Academy of Pharmaceutical Sciences (APS), the conference centered on the theme "Beyond Rules of Five: Pharmaceutical Development Over the Next Twenty Years." It brought together over 300 attendees, including academics, industry professionals, and regulators, to discuss advancements in pharmaceutical sciences. The event featured presentations from Huddersfield researchers and recognized outstanding contributions, such as Professor Barbara Conway's induction as a Fellow of the APS. Additionally, the conference hosted 29 exhibitors, marking it as the largest PharmSci exhibition to date.
Year(s) Of Engagement Activity 2024
URL https://apsgb.co.uk/event/pharmsci-international-conference-2024/
 
Description Attneding/presenting at the 18th Annual Symposium of the Pharmaceutical Solid State Research Cluster (PSSRC), Dortmund, Germany. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact The 18th Annual Symposium of the Pharmaceutical Solid State Research Cluster (PSSRC) took place from August 27 to 29, 2024, at TU Dortmund University in Dortmund, Germany. Hosted by the university's Chair of Solids Process Engineering, the symposium gathered researchers, industry professionals, and academics to discuss advancements in the formulation of solid dosage forms. The event featured presentations, workshops, and networking opportunities, focusing on topics such as solubility enhancement, stability of medicines, physical pharmacy, process understanding, and process analytical technology (PAT). The symposium underscored collaborative efforts to develop novel pharmaceutical dosage forms and strategies to ensure medicine quality.
Year(s) Of Engagement Activity 2024
URL https://pssrc.org/wordpress/
 
Description Attneding/presenting at the 2024 AIChE Annual Meeting, San Dieg, USA 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact The 2024 AIChE Annual Meeting is scheduled for October 27-31, 2024, at the San Diego Convention Center and the Hilton San Diego Bayfront in San Diego, California. This premier educational forum brings together chemical engineers from academia and industry to explore cutting-edge research, emerging technologies, and innovative developments across various sectors of chemical engineering. The conference theme, "Chemical Engineering Reimagined," emphasizes the profession's evolving role in addressing global challenges. The event will feature over 700 technical sessions, including topical conferences on green materials for energy, environmental, and biomedical applications. Attendees can also participate in panel discussions, networking events, and special lectures by distinguished speakers. Registration includes permanent online access to the meeting proceedings. For more information and to register, visit the official AIChE Annual Meeting website.
Year(s) Of Engagement Activity 2024
URL https://www.aiche.org/conferences/aiche-annual-meeting/2024
 
Description Attneding/presenting at the 29th BIWIC - International Workshop on Industrial Crystallization, Delft, Netherlands. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact The 29th International Workshop on Industrial Crystallization (BIWIC 2024) is scheduled to take place from September 11 to 13, 2024, at Delft University of Technology in the Netherlands. Organized with support from the Pro2Tech Institute, this annual workshop serves as a significant gathering for professionals from academia, industry, and research institutes to discuss advancements and challenges in industrial crystallization. Participants will have the opportunity to exchange knowledge, present research findings, and network with leading experts in a collegial atmosphere. Since its inception in Bremen, Germany, in 1990, BIWIC has been hosted in various countries, including Germany, France, China, South Korea, Denmark, South Africa, the Netherlands, Thailand, Finland, and Sweden.
Year(s) Of Engagement Activity 2024
URL https://www.tudelft.nl/pro2tech/biwic-2024
 
Description Attneding/presenting at the 31st Annual Conference of the European Operations Management Association (EurOMA), Barcelona, Spain. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact The 31st Annual Conference of the European Operations Management Association (EurOMA) took place from June 29 to July 3, 2024, at ESADE Business School's Sant Cugat campus in Barcelona, Spain. Under the theme "Transforming People and Processes for a Better World," the conference addressed pressing global challenges, including the climate emergency and escalating inequalities. The event featured over 800 participants, with 250 parallel sessions and more than 530 papers presented, fostering discussions on how operations management can contribute to sustainable and equitable solutions. A highlight of the conference was the dinner held at the historic Casa Llotja de Mar, attended by approximately 600 delegates
Year(s) Of Engagement Activity 2024
URL https://euroma2024.org/
 
Description Attneding/presenting at the 34th Annual POMS Conference 2024, Minneapolis, USA 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact The conference, themed "Better, Smarter and Disruption-free World with POM," served as a platform for scholars, practitioners, and students to exchange knowledge and advancements in production and operations management. The event featured plenary sessions, breakout discussions, and various forums, including the Practice Leaders Forum and the Doctoral Consortium. Additionally, several POMS Colleges hosted mini-conferences focusing on specialized areas within the field.
Year(s) Of Engagement Activity 2024
URL https://pomsmeetings.org/conf-2024/
 
Description Attneding/presenting at the Bio-IT World Conference & Expo 2024, Boston, USA 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The Bio-IT World Conference & Expo is the premier global event showcasing technologies and analytic approaches that solve problems, accelerate science, and drive the future of precision medicine. By uniting a community of 3,000+ leaders in life sciences, pharmaceuticals, clinical research, healthcare, informatics, and technology, the event pushes the boundaries of biomedical research, drug discovery and development, and patient outcomes. The program features inspiring plenary keynotes, 200+ educational and technical presentations, interactive panels, hands-on symposia, technical workshops, unparalleled networking opportunities, and an exhibit hall showcasing cutting-edge technologies and solutions. Attendees are invited to engage in transformative conversations on the latest advancements in digital and data transformations; AI; generative AI; machine learning (ML); real-world data strategies; pilot programs; new product results; and biotech investment trends.
Year(s) Of Engagement Activity 2024
URL https://www.bio-itworldexpo.com/
 
Description Attneding/presenting at the British Association for Crystal Growth (BACG), Loughborough University, UK 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact The British Association for Crystal Growth (BACG) hosted its Annual Conference from July 1 to 3, 2024, at the Edward Herbert Building, Loughborough University, UK. Established in 1969, the BACG fosters scientific and technological exchanges in crystal growth and crystallization. The 2024 conference featured four main themes:
Crystal Features and Engineering Designs
Basic Fundamentals & Theory Advancements
Crystallization Process & Particle Technology Innovations
New Applications & Transformative Approaches
The event included plenary talks, thematic keynotes, parallel sessions, and poster exhibitions. A notable highlight was the "Crystals in Art" competition, showcasing artistic interpretations related to crystallization. The conference also emphasized Equality, Diversity, and Inclusion (EDI) through dedicated sessions. For more details, visit the official conference website.
Year(s) Of Engagement Activity 2024
URL https://www.bacg2024.co.uk/
 
Description Attneding/presenting at the ESCAPE34-PSE24, Florence, Italy. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The keynotes, presentations and discussions extended over 4 stimulating days and covered the progress made in the broad range of the methodologies of the PSE toolkit, including AI, data analytics and digitalization, as well as impactful applications in the energy, food, healthcare, materials and sustainability domains.
Year(s) Of Engagement Activity 2024
URL https://www.aidic.it/escape34-pse24/page.php?pipe=testoindex
 
Description Attneding/presenting at the Future Labs Live 2024, Basel, Switzerland 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Future Labs Live 2024 is set to bring together visionaries, thought leaders, and professionals from various lab industries to explore, collaborate and discuss the biggest challenges and achievements in creating tomorrow's lab of the future.

The event's exhibition floor is home to the world leading suppliers of the latest technology, software, and hardware. It also houses the start-up zone where smaller companies have the opportunity to showcase their innovations and ideas.

The conference program features 9 key themes explored in a diverse array of sessions, including panel discussions, technical presentations, roundtables, and pre-event workshops.
Year(s) Of Engagement Activity 2024
URL https://www.swissbiotech.org/listing/future-labs-live-basel-2024/
 
Description Attneding/presenting at the the thirteenth Compaction Simulation Forum, Dublin. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Is an excellent scientific program that includes the opportunity to meet scientists in various fields and with exceptional expertise. It included talks, welcome reception, and poster presentations.
Year(s) Of Engagement Activity 2024
URL https://europe.compactionsimulation.com/wp-content/uploads/sites/8/2024/06/CSF-2024-Welcome-Packet-D...
 
Description Attneding/presenting/exhibiting at CMAC Open Days in Glasgow, Scotland. 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The CMAC Open Days 2025 took place from March 18 to 20, 2025, at the Technology & Innovation Centre, University of Strathclyde, Glasgow. The three-day event provided an interactive platform for academia, industry, and government stakeholders to explore cutting-edge developments in continuous manufacturing, digital transformation, and advanced pharmaceutical production.
Year(s) Of Engagement Activity 2025
URL https://cmac.ac.uk/open-days-2025
 
Description Attneding/presenting/exhibiting at the Lab of the Future Congress, Amsterdam, Neatherland 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The Lab of the Future Congress Europe 2024 took place on October 1-2, 2024, at the Beurs van Berlage in Amsterdam, Netherlands. This premier event brought together professionals from the life sciences, pharmaceutical, and biotechnology sectors to explore the latest innovations transforming research and development.
Year(s) Of Engagement Activity 2024
URL https://www.lab-of-the-future.com/europe/agenda/
 
Description Attneding/presenting/exhibiting at the Lab of the Future Congress, Boston, USA 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Lab of the Future Congress USA 2024 took place on March 11-12, 2024, at the Boston Park Plaza in Boston, Massachusetts. This leading event brought together life sciences R&D leaders, biotech innovators, and technology providers to explore advancements in digital transformation, AI-driven research, data strategy, and lab automation.

The congress featured case studies, panel discussions, and interactive sessions on topics such as connected labs, smart data management, and operational excellence in pharma R&D. Attendees engaged in networking opportunities, technology showcases, and strategic discussions aimed at shaping the future of laboratory innovation.
Year(s) Of Engagement Activity 2024
URL https://www.propharmagroup.com/events/lab-of-the-future-usa-2024
 
Description Attneding/presenting/exhibiting at the PharmaTech Integrates 2024 is scheduled for September 19, 2024, at CPI's Medicines Manufacturing Innovation Centre in Glasgow, Scotland. 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact PharmaTech Integrates 2024 is scheduled for September 19, 2024, at CPI's Medicines Manufacturing Innovation Centre in Glasgow, Scotland. This event aims to unite pharmaceutical innovators, regulators, supply chain partners, technology providers, academia, and industry associations to discuss and address strategic challenges in pharmaceutical manufacturing. The conference will focus on two main themes: "The Next Stage of the Digital Age" and "Modalities, Manufacturing Methods, and Dose Forms." Attendees can expect a series of keynote addresses, fireside chats, and panel discussions featuring industry experts. Notable speakers include Claire Wallace, President of Research and Safety Market at Thermo Fisher Scientific; Caroline Barelle, CEO and Founder of Elasmogen; and Bill Dawson, Chair of the Medicines Manufacturing Industry Partnership (MMIP) and Senior Vice President of Biologics & Device Manufacturing at GSK. The event is organized in partnership with CPI's Medicines Manufacturing Innovation Centre and supported by various sponsors, including CMAC as a Silver Sponsor. For more information and registration details, visit the official event page.
Year(s) Of Engagement Activity 2024
URL https://lifescienceintegrates.com/event/pharmatech-integrates-2024/
 
Description CMAC/DM2 roadshow 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Event to promote CMAC atcivities including DM2 project with partners based in North America
Year(s) Of Engagement Activity 2023
URL https://cmac.ac.uk/events-database/us-roadshow
 
Description DM2 Webinar: Machine learning for the development of medicines manufacturing (31 August 2023) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Webinar hosted by DM2 team to engage partners and prospective partners and interested stakeholders about our work in the area of machine learning.
Year(s) Of Engagement Activity 2023
URL https://cmac.ac.uk/resource-database/dm-webinars-machine-learning
 
Description DM2 Webinar: Robotic Innovations in Medicines Manufacturing (19 September 2023) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Webinar hosted by DM2 team to engage partners and prospective partners and interested stakeholders about our work in the area of robotics / cobotics.
Year(s) Of Engagement Activity 2023
URL https://cmac.ac.uk/resource-database/dm2-webinars-robotic-innovations
 
Description DM2 researchers training at MG2, June 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Two researchers from the DM2 recieved training on FlexaLab capsule filling machine at MG2, June 2022, Bologna, Italy.
Year(s) Of Engagement Activity 2022
 
Description DM2 researchers training by Altair, Nov-Dec 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact Training on Discrete Element Modelling using EDEM by Altair, Nov-Dec 2022, UK
Year(s) Of Engagement Activity 2022
 
Description DM2 researchers training by Siemens, during CMAC summer school programme, June 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact Training on gproms by Siemens in CMAC summer school programme, June 2022, Crieff, UK
Year(s) Of Engagement Activity 2022
 
Description DM2 training on augumented reality at CMAC summer school (12-16 June 2023) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact A week-long training programme that includes lectures and workshops. It will be attended by researchers and PhD students
Year(s) Of Engagement Activity 2023
URL https://cmac.ac.uk/news-database/cmac-summer-school-2023
 
Description DM² & Medelpharm Webinar: Self-driving Tableting DataFactory 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The webinar focused on how various technologies, like robotics, and instruments, such as Medelpharm's STYL'One Nano compaction simulator, are being brought together in customised formats to create this novel tablet development system and the benefits to be gained from employing it.
Year(s) Of Engagement Activity 2023
URL https://cmac.ac.uk/resource-database/dm2-webinars-robotic-innovations-acn7l
 
Description DM² Webinars: Digital Transformation in Medicine Manufacturing (28 June 2023) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Discuss the data related activities of DM2 and the importance of standardisation of data for ML, Ontologies and related AI. Guest industry presenter from project partner CCDC participating to give realworld application and share experience / learnings. Includes Q&A. Follow up, spin-off sessions planned.
Year(s) Of Engagement Activity 2023
URL https://cmac.ac.uk/resource-database/dm-webinars-digital-transformation-in-medicines-manufacturing
 
Description Doors Open Glasgow 2022 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact CMAC are participated in the #Glasgow Doors Open Days Festival (https://glasgowdoorsopendays.org.uk) Saturday 17th September 2022 (10am-4pm) at the Technology & Innovation Centre (TIC), University of Strathclyde.
Year(s) Of Engagement Activity 2022
URL https://glasgowdoorsopendays.org.uk/building-no-booking/technology-innovation-centre-tic-university-...
 
Description EPSRC 's Executive Chair, Lynn Gladden visit & blog mention 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Policymakers/politicians
Results and Impact In a new blog post, the EPSRC 's Executive Chair, Lynn Gladden, reflects on her university visits, including a visit to CMAC at University of Strathclyde. It was a pleasure to host Lynn as part of this tour, showcasing our facilities and discussing how CMAC can work with UKRI to 'transform tomorrow together'.
Year(s) Of Engagement Activity 2022
URL https://bit.ly/3Du7kgM
 
Description Exhibited at the Digital Manufacturing Week, November 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact Exhibited at the Digital Manufacturing Week. This event was brimming with expert content, and provided valuable peer to peer interaction and the best solutions available. It attracted over 6,000 manufacturers, industry leaders and technology solution providers.
Year(s) Of Engagement Activity 2022
URL https://digital-manufacturing-week.com/
 
Description Exhibited at the Smart Factory Expo, Brimingham, UK. 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact The Smart Factory Expo 2024 was held on June 5-6 at the NEC in Birmingham, UK. As the UK's premier manufacturing technology event, it showcased the latest advancements in digital innovations, processes, and Industry 4.0 solutions. The expo featured a diverse range of exhibitors, from startups to established brands, presenting cutting-edge hardware and software designed to enhance manufacturing efficiency, sustainability, and profitability. Attendees had the opportunity to engage in practical workshops, keynote sessions, and live demonstrations, facilitating knowledge exchange and networking among industry professionals. The event also included specialized areas such as Innovation Alley, highlighting emerging technologies poised to transform the manufacturing landscape in the coming years.
Year(s) Of Engagement Activity 2024
URL https://www.smartmanufacturingweek.com/welcome-smart
 
Description Exhibited at the The 10th Annual Enginuity Skills Awards, Brimingham, UK. 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The 10th Annual Enginuity Skills Awards took place on June 5, 2024, at the Hilton Birmingham Metropole, adjacent to the National Exhibition Centre (NEC) in Birmingham, UK. Hosted by award-winning broadcaster Steph McGovern during Smart Manufacturing and Engineering Week, the event celebrated outstanding talent and achievements in the UK's engineering and manufacturing sectors. The awards recognized individuals and organizations across various categories, including apprenticeships, diversity and inclusion initiatives, and employer-led training programs. Notably, Jamie Clarke of LISI Aerospace Rugby received both the Advanced Level Apprentice of the Year and the prestigious Best of British Engineering Award. The ceremony underscored Enginuity's commitment to addressing skills gaps and promoting excellence within the industry.
Year(s) Of Engagement Activity 2024
URL https://enginuity.org/skills-awards-2024
 
Description Future of Work in Medicines Manufacturing Round Table (interAct) 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Industry/Business
Results and Impact Round table discussion in collaboration with InterAct to gather views, opinions and insights from our networks to help shape future skills development activities
Year(s) Of Engagement Activity 2023
URL https://cmac.ac.uk/news-database/dm2-future-of-work-webinar
 
Description Group visit to Nvidia EBC, Munich, Germany 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact During the visit, the team engaged in thought-provoking discussions and explored the latest advancements in AI and machine learning to optimise the impact of recent investments in GPU and edge computing, directly benefiting CMAC's research and training programmes.
The team met with leading experts and delved into NVIDIA's cutting-edge platforms and tools, specifically tailored for complex data applications. This includes exploring high-performance computing solutions, advanced machine learning workflows and cloud capabilities that will power our next wave of initiatives.
Year(s) Of Engagement Activity 2024
URL https://www.linkedin.com/feed/update/urn:li:activity:7262802359754395648
 
Description Hosted visitors from Bristol Myers Squibb & Malvern Panalytical 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact CMAC were delighted to host visitors from Bristol Myers Squibb & Malvern Panalytical @newsfrom_MP 17th Aug 2022. Mike Tobyn (Senior Scientific Director at Bristol-Myers Squibb) gave an engaging seminar to the CMAC community titled Small Particles and Big Data.
Year(s) Of Engagement Activity 2022
 
Description Hub Showcase - Sept 2024 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact In September 2024 CMAC hosted a Hub Showcase event, in TIC at University of Strathclyde, to disseminate the research outputs from the CMAC Future Manufacturing Research Hub and aligned activities. This was a half day event for 100 people and included a delegation from MMIP who had a VIP tour of the CMAC National Facility and saw a poster session and talks about the work that's been done.
Year(s) Of Engagement Activity 2024
 
Description KTN Medicines Manufacturing round table discussion (25th May 2023) 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Third sector organisations
Results and Impact Colleagues from across the DM2 and wider CMAC leadership team sat with KTN Medicines Manufacturing Manager to disucss the soon to be launched Transforming Medicines Manufacturing Community of Practice, our involvement and further opportunities to collaborate for the benefit of the project.
Year(s) Of Engagement Activity 2023
 
Description NVidia workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Joint workshop to explore future research collaborations in the space of robotics and automation, skills development, AI and Omniverse.
Year(s) Of Engagement Activity 2024
 
Description New CMAC Industry Board Chair - Dr Ivan Marziano 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact CMAC announced the new chair of the CMAC Industry Board by press release on the CMAC website and Twitter.
Year(s) Of Engagement Activity 2022
URL https://cmac.ac.uk/news-database/a-new-chapter-for-cmacs-industry-board
 
Description Official launch of the DM2 at the CMAC Open Days, May 2022 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The DM2 was officially launched at CMAC Open days. The event included exhibition of the DM2 platforms, partners, panel discussion, and keynote presentations.
Year(s) Of Engagement Activity 2022
URL https://cmac.ac.uk/events-database/cmac-open-day-2022-hub-and-articular-showcase
 
Description Organised a CMAC PhD Training Week Coding and ML Course, Sep. 2022/Mar. 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact CMAC PhD Training Week Coding and ML Course, Sep. 2022/Mar. 2023
Year(s) Of Engagement Activity 2022,2023
URL https://github.com/bionictoucan/cmac_coding_ml
 
Description Organised a workshop on version control on GitLab, Jan 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Postgraduate students
Results and Impact Version control on GitLab, Jan 2023, Glasgow, UK
Year(s) Of Engagement Activity 2023
 
Description Organised a workshop that focused on PharmaMV training, Jan 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Industry/Business
Results and Impact This workshop focused on providing a suitable training by Applied Materials experts on PharmaMV. DM2 and CMAC researchers have attended the training.
Year(s) Of Engagement Activity 2023
 
Description Organised the DM2 Data Platform workshop, Nov 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact This workshop was organised by the DM2 team to discuss the best ways to share and extract data related to medicines manufacturing. Different companies like CCDC and NVIDIA have attended.
Year(s) Of Engagement Activity 2022
 
Description Organising a webinar with Malvern Panalytical (From Particles to Drug Product Performance and Stability), March 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact About The Event

How a pharmaceutical tablet disintegrates and dissolves when it comes in contact with a physiological fluid is crucial for the performance of the medicine. Critical performance characteristics are controlled by the chemical and physical properties of the drug substance and excipients paired with the manufacturing processes used to transform the powder into a compact. The microstructure created during manufacturing in combination with the wetting, swelling and dissolution properties of the raw materials are decisive for reliable drug release. Recently it has also become increasingly clearer that physical characteristics of pharmaceutical tablets change during storage, which in turn affect the performance when the medicine reaches the patient.

In this webinar, we will discuss the interplay between particle properties, formulation, microstructure and stability-related performance changes. We will demonstrate the integrated use of advanced measurement techniques with multi-scale modelling approaches to gain insights into the relationship between particle characteristics, compact microstructure, storage conditions and the disintegration and dissolution performance of tablets. The new insights gained about the relationship between the raw material attributes, manufacturing process and drug product performance will allow us to move away from a laborious and lengthy empirical, trial and error, development to a digitally driven design process, where the tablet disintegrates and releases the drug substance in a reproducible and predictable manner.
Year(s) Of Engagement Activity 2023
URL https://events.malvernpanalytical.com/W230321-DrugPerformance?_gl=1*jz6rit*_ga*MTYyNzg5ODI5OS4xNjc2N...
 
Description Organising a webinar with Malvern Panalytical (Time to go digital: digitalization and AI in pharmaceutical R&D), Feb 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact About The Event

CMAC's Digital Medicines Manufacturing research center (DM2) is a 3.5-year program co-funded by the Made Smarter Innovation at UK Research and Innovation. DM2 has ambitions to transform medicines development and manufacturing productivity, and drive a more patient-centric supply model, through digitalization.

As a developer of laboratory technology, we at Malvern Panalytical see the value of digital transformation in materials science. Much of the data that is generated from our instrumentation does not end its journey in the lab. Rather, it is combined and harmonized with data from diverse sources to solve ever more complex challenges. For this reason, we join Prof. Blair Johnston in the DM2 center to learn and contribute to the integration of data pipelines and data science to improve medicines development.

In this webinar, we will discuss the benefits to be gained from digitalization and the adoption of industrial digital technologies from a pharmaceutical perspective. We will also provide insights into the challenges of "going digital" and provide some examples of useful solutions and how we are implementing them across the DM2 Centre. These include technologies such as AI, digital twins, knowledge engineering as well as some practical solutions for bringing all staff within an organization along on the digital transformation journey.
Year(s) Of Engagement Activity 2023
URL https://events.malvernpanalytical.com/W230228-DigitalManufacturing?_gl=1*uquwf0*_ga*MTYyNzg5ODI5OS4x...
 
Description Organising the 11th pan-European Science Conference on QbD & PAT (EU PAT 11) conference workshop, 11 October 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The DM2 delivered a workshop on robotics and immersive technologies to a group of delegates from the pharma industry.
Year(s) Of Engagement Activity 2023
 
Description Organising the Cambridge International Manufacturing Symposium, 21-22 September 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The annual Cambridge International Manufacturing Symposium is the chance to hear from world-leading business figures and thinkers on the challenges facing modern manufacturing.
Year(s) Of Engagement Activity 2023
URL https://www.ifm.eng.cam.ac.uk/news/cambridge-international-manufacturing-symposium-2023/
 
Description Organising the ISIC conference (5-8 September 2023) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Research related conference to engage stakeholders and build network
Year(s) Of Engagement Activity 2023
URL https://www.isic2023.com/
 
Description Panel discussion at Pharma Integrates 2024, Victoria House in Bloomsbury, London. 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Policymakers/politicians
Results and Impact Pharma Integrates 2024 is scheduled for November 12, 2024, at Victoria House in Bloomsbury, London. This flagship event, now in its thirteenth year, brings together senior leaders from across the pharmaceutical pipeline-including industry, academia, government, and regulators-to address critical issues shaping the future of patient outcomes. The conference will feature thought-provoking discussions, keynote addresses, and panel sessions focusing on major industry trends and challenges. Notable topics include patient-centric therapeutic development, the integration of advanced technologies, and strategies to enhance collaboration within the life sciences sector. The event aims to foster meaningful dialogue and partnerships that drive innovation and improve healthcare delivery. For more information and registration details, visit the official event page.
Year(s) Of Engagement Activity 2024
URL https://lifescienceintegrates.com/event/pharma-integrates-2024/
 
Description Participated at Glasgow Explorathon event, Nov. 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Public/other audiences
Results and Impact Engaged with kids and families to explain the exciting research conducted at the DM2, such as medicines manufacturing and digitalisation, using simple experiments like marshmallow crystal builder, beat the machine game, and polymorphs of chocolate.
Year(s) Of Engagement Activity 2022
URL https://www.explorathon.co.uk/
 
Description Participated at Knowledge Graph Forum by OnoText, Sep 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact A 4-day hybrid event with a strong focus on industry applications presented by leading practitioners:
Sep 26: Technology Ecosystem (virtually)
Sep 27: Manufacturing, Aerospace, AECO (virtually)
Sep 28: Life Sciences & Healthcare (live in Basel and virtually)
Sep 29: Financial Services & Publishing (live in NYC and virtually)
Year(s) Of Engagement Activity 2022
URL https://www.ontotext.com/company/event/knowlege-graph-forum-2022/
 
Description Participated at MACH, April 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact The DM2 engagement manager, Scott Hone, participated at MACH 2022, which is the national exhibition for inspiring, innovating and connecting engineering-based manufacturing.
Year(s) Of Engagement Activity 2022
URL https://www.machexhibition.com/
 
Description Participation at CMAC Open Days, 14-16 November 2023 (Organiser) 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Research related conference to engage stakeholders and build network across CMAC research portfolio. Future CMAC Hub and aligned projects posters, showcases, lab tours and talks; DM2 demonstration of research progress to date and it's researchers present talks and posters. Some talks on the YouTube Channel: https://www.youtube.com/channel/UCbic3O4IH1TLMhExyY9Utmg.
Year(s) Of Engagement Activity 2023
URL https://cmac.ac.uk/events-database/open-days-2023
 
Description Participation at InterAct Annual Conference, October 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact The InterAct Network is a £4.4 million, Made Smarter Innovation funded, Economic and Social Research Council-led network that aims to bring together economic and social scientists, UK manufacturers, and digital technology providers to address the human issues resulting from the diffusion of new technologies in industry. The events aim are as follow:
Gain actionable human insights into the future manufacturing environment.

Network and build relationships with cross-sector experts interested in creating a positive, forward-thinking vision for UK industry.

Build your narrative development skills to enhance the reach of you messaging in the digital environment.

Take part in a collaborative workshop on the theme 'How do we create the digital manufacturing futures we want to see, together'.

Engage with a panel of highly regarded speakers from the world of manufacturing, policy, and academia for an interactive Q&A session.

Learn more about the InterAct Network, our future development and funding opportunities.
Year(s) Of Engagement Activity 2022
URL https://www.madesmarter.uk/events/interact-annual-conference/
 
Description Participation at PharmaTech Integrates Conference, 21 September 2023 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Research related conference to engage stakeholders and build network
Year(s) Of Engagement Activity 2023
URL https://www.lifescienceintegrates.com/event/pharmatech-integrates-2023/
 
Description Participation at PharmaTech Integrates, September 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Participation in the conference and visited the MMIC facility. Also, CMAC, who are based within the Technology and Innovation Centre, offered a tour of their world-class facilities. This provided an opportunity to meet with key researchers and to see the innovative technologies that are being developed, including the robotics they have integrated into the Digital CMC and data-factory stream.
Year(s) Of Engagement Activity 2022
URL https://www.lifescienceintegrates.com/agenda/pharmatech-integrates-2022/
 
Description Participation at Pharmageddon, 18-19 Ocotber 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact 2-day innovation experience, designed to dismantle our assumptions about the status quo and recreate a better industry for patients, HCPs, and ourselves. You will collaborate with your peers and customers to take pharma apart, and build it back better.
Year(s) Of Engagement Activity 2023
URL https://www.eucope.org/events/pharmageddon-event/
 
Description Participation at the Innovate UK Transforming Medicines Manufacturing Community of Practice - Launch Event, 4 Ocotber 2023 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact Innovate UK Transforming Medicines Manufacturing Community of Practice - Launch Event
Year(s) Of Engagement Activity 2023
URL https://iuk.ktn-uk.org/events/transforming-medicines-manufacturing-community-of-practice-launch-even...
 
Description Participation at the International Consortium for Advance Medicine Manufacturing (ICAMM), 27-28 April 2023 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact The International Symposium of Continuous Manufacturing of Pharmaceutical (ISCMP) was established in 2012 and has organized three successful meetings bringing together leading scientist and technical experts from industry, academia, and global regulatory authorities. These symposia helped lay the foundation for future industry adoption and regulatory policies.
Year(s) Of Engagement Activity 2023
URL https://cmac.ac.uk/events-database/icamm-2023
 
Description Participation at the Pharma Automation & Robotics Conference 2023 (20-21 April 2023) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact A Premier Meeting for Automation & Robotics R&D. DM2 Network & Skills rep attended on behalf of the project.
Year(s) Of Engagement Activity 2023
URL https://www.pharmaceutical-tech.com/events/pharma-automation-robotics-2023
 
Description Participation at the RSC Science and the Parliament, 22 November 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Joined UKRI / EPSRC at their request to exhibit at this event held for MSPs and RSC members. Showcasing programmes funded and contribution to advancing science and developing skills of workers and future workers.
Year(s) Of Engagement Activity 2023
URL https://www.rsc.org/events/detail/77031/science-and-the-parliament-2023
 
Description Platform leader presented at a webiner organised by IchemE on How Digital Transformation is Shaping the future of Sustainable Pharmaceutical Manufacturing. 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact The Institution of Chemical Engineers (IChemE) hosted a webinar titled "How Digital Transformation is Shaping the Future of Sustainable Pharmaceutical and Biopharmaceutical Manufacturing" on January 28, 2025, at 13:00 GMT. Presented by Professor Brahim Benyahia of Loughborough University, the webinar explored the integration of artificial intelligence and digital technologies in developing greener-by-design and precision medicines. It highlighted how these advancements could reconcile sustainability with drug safety and efficacy across all development stages.
Year(s) Of Engagement Activity 2025
URL https://www.icheme.org/knowledge-networks/communities/special-interest-groups/biochemical-engineerin...
 
Description Poster presentation at the 14th World Meeting on Pharmaceutics, Biopharmaceutics and Pharmaceutical (PBP) Technology, Vienna, Austria 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact This conference has gained an ever-increasing impact among pharmaceutical scientists: With more than 1000 submitted abstracts and more than 1300 participants (before the COVID crisis), it has become a well-established major meeting attracting scientists from all over the world. It is organized every two years, in March or April of the year.

The entire spectrum of topics ranging from engineering aspects of the manufacturing process, the portfolio of commercially available excipients enabling the formulation of a large variety of medicinal products, the underlying physicochemical principles, cutting-edge characterization techniques as well as potential pitfalls and hurdles to be overcome during product development, manufacturing, and characterization will be addressed.

The conference will be held on 3.5 days: from Monday (noon) until Thursday (evening). From Tuesday to Thursday, 4 parallel sessions with oral presentations will be held:
2 sessions on industry-related topics, presented by distinguished invited speakers, giving overviews on the current state of the art in the respective fields
2 sessions with short talks selected from submitted abstracts, presenting the latest research findings in the broad field of Pharmaceutics, Biopharmaceutics, and Pharmaceutical Technology.
Year(s) Of Engagement Activity 2024
URL https://www.emedevents.com/c/medical-conferences-2024/14th-world-meeting-on-pharmaceutics-biopharmac...
 
Description Poster presentation at the ChemEngDayUK24, Imperial College, London, UK 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact This annual must-attend event, supported by the Heads of Chemical Engineering UK (HCEUK), addressed the future research and educational contributions of chemical engineers.

Distinguished plenary speakers and invited oral and poster presentations will address cutting-edge research and new technologies across a number of key themes within chemical engineering including:

Biotechnology
Data centric chemical engineering and process systems engineering
Molecular systems engineering
Net-zero energy pathways
Sustainable and efficient chemical processes
Education session - 'Integrating sustainability best practices into chemical engineering curriculum'
Translation session - 'Translating Chemical Engineering: from research to societal impact'
Year(s) Of Engagement Activity 2024
URL https://www.imperial.ac.uk/chemical-engineering/news/chemengdayuk2024/
 
Description Poster presentation at the RiFTMaP Annual Meeting, Glasgow, UK. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Postgraduate students
Results and Impact The 'Right First Time Manufacture of Pharmaceuticals' (RiFTMaP) is at the forefront of developing smart manufacturing systems to achieve 'Right First Time" (RFT) manufacturing, incorporating Industry 4.0 concepts into a systematic framework for the continuous manufacturing of pharmaceuticals. The goal is to deliver transformative benefits to the pharmaceutical industry. The meeting brought partners together, providing a dynamic platform for updates on each work package, insightful discussions on future developments and fostering collaboration from an industrial perspective.
Year(s) Of Engagement Activity 2024
URL https://www.linkedin.com/posts/cmac-centre_pharmaceuticalmanufacturing-innovation-activity-720595647...
 
Description Poster presentations at CMAC Summer School, Dunblane, UK. 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact This event allows participants to collaborate with talented professionals, receive insightful training, and stay updated on the latest innovations in medicines manufacturing. On the first two days of Summer School, Marie Ranson and Joanne Hagerty from Skillfluence delivered a session titled Ideas2Impact. This dynamic skills development programme provides PhD students with the tools and skills needed to increase their confidence and competencies related to innovation and commercialisation.
Day three of summer school began with a hands-on workshop, "More Accurate Particle Size Distribution Extraction using Deep Learning," delivered by John Armstrong, Mohammad Salehian, and Christopher Boyle. During the morning session, CMAC PhDs and PDRAs had the opportunity to explore a new tool for measuring the particle size distribution of a powder using Morphologi instruments. Following this session, attendees had the opportunity to learn more about LabVIEW programming and its integration with sensors, actuators, and controllers, thanks to Faisal Abbas, Muhammad Ahmad Saleem, and Sahil Salekar.
Year(s) Of Engagement Activity 2024
URL https://cmac.ac.uk/news-database/cmac-summer-school-2024
 
Description Presented the DM2 extended reality capability during TIC Open Day, Sep 2024 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Industry/Business
Results and Impact Participated at the Technology and Innovation Centre Open Day that included talks, and showcasing sessions on the 23rd Sep 2024. The DM2 team showcased the extended reality development
Year(s) Of Engagement Activity 2024
 
Description Presenting at the SSPC/CMAC joint webinar on modelling 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Webinar focused on modelling and other shared themes.
Year(s) Of Engagement Activity 2024
URL https://sspc.ie/
 
Description Public engagement activity with u3a charity through visit to CMAC 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Public/other audiences
Results and Impact Engagement with the public to highlight the role of industrial digital technologies in medicines manufacturing. Lab tours and engagment with the researchers.
Year(s) Of Engagement Activity 2025
 
Description Public engagement activity with u3a charity, Bearsden, Glasgow UK 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Public/other audiences
Results and Impact Engagement with the public to highlight the role of industrial digital technologies in medicines manufacturing
Year(s) Of Engagement Activity 2024
URL https://bam.u3asite.uk/
 
Description Public engagement activity with u3a charity, Newton Mearns, Glasgow 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Public/other audiences
Results and Impact Engagement with the public to highlight the role of industrial digital technologies in medicines manufacturing
Year(s) Of Engagement Activity 2024
URL https://eastrenfrewshire.u3asite.uk/
 
Description Queen's Anniversary Prize 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact CMAC were honoured to be part of the University of Strathclyde's team that received the Queen's Anniversary Prize for Higher and Further Education at St James's Palace on 23rd Feb 2022 for our excellence in Advanced Manufacturing. The university and CMAC have posted this on their websites.
Year(s) Of Engagement Activity 2022
URL https://cmac.squarespace.com/news-database/qap
 
Description Represented the DM2 in Robotics Industry Fair, Jan 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact A networking event for senior industry members with students at the University of Strathclyde to attend and showcase a more authentic manufacturing industry rather than a traditional careers fair.
Year(s) Of Engagement Activity 2023
URL https://www.strathunion.com/events/6868/4083/
 
Description Researcher attended RESILIENCE Leadership Accelerator at the UK Medicines Manufacturing Skills Centre of Excellence 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact The Leadership Accelerator program was designed to identify and nurture the next generation of leaders in the medicines manufacturing industry, focusing on accelerating personal skills development. It consisted of two sequential "My Future Plan" workshops:

My Future Plan 1 - An online workshop held in January 2025, where participants created a personalized future career plan through psychometric testing and behavior profiling.

My Future Plan 2 - A face-to-face workshop that took place on February 13, 2025, at the University of Birmingham, focusing on key career skills such as personal resilience, conflict management, building trust, leadership, communication styles, and mentoring.

The program was tailored for early career leaders in industry, late-stage PhD candidates, post-doctoral researchers, and early career researchers in academia and industry.
Year(s) Of Engagement Activity 2025
URL https://www.resilience-skills.com/news-events/news/leadership_accelerator_deadline/
 
Description Researcher visitied DEC Group's headquarters in Lausanne for training on an automated dosing and blending system. 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Training on an automated dosing and blending system.
Year(s) Of Engagement Activity 2024
URL https://www.dec-group.net/
 
Description Researchers and platform leader contributed to the organisation and presented at Cambridge International Manufacturing Symposium took place on September 2024 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact The Cambridge International Manufacturing Symposium took place on September 19-20, 2024, bringing together industry leaders and academics to discuss manufacturing supply chain challenges. Key topics included geopolitical shifts, digital transformation, resilience strategies, and circular supply networks.
Year(s) Of Engagement Activity 2024
URL https://www.cambridgenetwork.co.uk/events/cambridge-international-manufacturing-symposium
 
Description Researchers presented and exhibited at DM2 internal demo day, Glasgow, UK 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Postgraduate students
Results and Impact As part of the DM2 milestones, the researchers prepared and presented their demonstrators to showcase the progress of their work
Year(s) Of Engagement Activity 2024
 
Description Researchers presented posters and demonstrators to senior management visit from Pfizer 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact Researchers presented their work through posters and demonstrators on the 18-20th November 2024.
Year(s) Of Engagement Activity 2024
 
Description Roundtable discussion: Augmented Reality Skills Development for Medicines Manufacturing R&D (10 May 2023) 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Round table with key project partners to gather insights on industry needs in this area to inform the DM2 skills development workpakage activities related to AR
Year(s) Of Engagement Activity 2023
 
Description School Visit (Inverness) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Schools
Results and Impact Visit to local school as part of STEM week visiting 3 classes (75 children total) to discuss medicine manufacturing and conduct short experiments to engage children in the topic.
Year(s) Of Engagement Activity 2023,2024
 
Description Scotland House Office Opens 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact CMAC are take up residence at Scotland House, London, UK on 29/04/2022. We're delighted to introduce the new CMAC Central London Office. Press release on website.
Year(s) Of Engagement Activity 2022
URL https://cmac.ac.uk/news-database/cmac-london-office
 
Description Scottish Secretary of State visit 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Policymakers/politicians
Results and Impact CMAC were happy to show Scottish Secretary of State, Lord Offord of Garvel, around our world-leading facilities at the end of July 2022 as part of his broader visit to University of Strathclyde.
Year(s) Of Engagement Activity 2022
 
Description Showcased at Scotland Manufacturing and Supply Chain Conference, 25 October 2023 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Showcased the DM2 developed technologies and engaged with stakeholders
Year(s) Of Engagement Activity 2023
URL https://www.sdpscotland.co.uk/events/scotland-manufacturing-supply-chain-conference-exhibition-1505/
 
Description Showcased the DM2 1st generation demonstrator at CMAC Open Days, 14-16 November 2023 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact The team has been working hard throughout the year, driving forward the development of key industrial digital technologies (IDTs) for medicines manufacturing. This culminated in a showcase of our 1st-generation IDT demontrators at CMAC Open Days 2023. Read on to find out more about this, the other activities from throughout the year and what 2024 will bring.
Year(s) Of Engagement Activity 2023
URL https://mailchi.mp/a641cbe2f8c3/dm2-newsletter-edition-5?e=ce5621b9fb
 
Description Visit by MP Carol Monaghan 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Policymakers/politicians
Results and Impact CMAC hosted MP Carol Monaghan on 5th October 2022 (@CMonaghanSNP) and showcased all the innovative medicines manufacturing research being carried out by CMAC here in Glasgow.
Year(s) Of Engagement Activity 2022
 
Description Visit by Parliamentary Under Secretary of State (Minister for Small Business, Consumers and Labour Markets) 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Policymakers/politicians
Results and Impact 17/02/2022: CMAC host UK were thrilled to host Parliamentary Under Secretary of State (Minister for Small Business, Consumers and Labour Markets), @scullyp this week and provide a tour of our facilities highlighting #CMACs vision to transform #medicines development, manufacture and supply.
Year(s) Of Engagement Activity 2022
 
Description Visit by UK Science and Technology Select Committee 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Policymakers/politicians
Results and Impact 11/02/2022: CMAC were delighted to host the UK Science and Technology Select Committee this week! We were excited to provide its members with a guided tour of our #facilities and show how #CMAC are helping tackle major UK and global challenges in #medicinesmanufacturing. #researchexcellence
Year(s) Of Engagement Activity 2022
 
Description Webinar on the #FutureOfWork in Medicines #Manufacturing 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact @ESRC @InterActNetw0rk collaborated with CMAC to host a webinar on the #FutureOfWork in Medicines #Manufacturing, Thursday 12 January, 2023. Traget audience members: people manager or workplace stakeholder in the sector.
Year(s) Of Engagement Activity 2023
URL https://linkedin.com/pulse/digital-medicines-manufacturing-future-work-webinar-lindsay-mcipd-/
 
Description Webinar: From particles to drug product performance and stability 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Webinar hosted by industry partner, Malvern Panalytical. Showcasing our medicines manufacturing related activities, the benefits of partnership and garnering opinion of our extended networks
Year(s) Of Engagement Activity 2023
URL https://cmac.ac.uk/resource-database/drug-performance-and-stability-webinar
 
Description Webinar: Time to go digital: digitalisation and AI in pharmaceutical R&D 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Webinar hosted by industry partner, Malvern Panalytical. Showcasing our data related activities, the benefits of partnership and garnering opinion of our extended networks
Year(s) Of Engagement Activity 2023
URL https://cmac.ac.uk/events-database/future-of-work-webinar-cp9c2