PhenomUK - Crop Phenotyping: from Sensors to Knowledge

Lead Research Organisation: University of Nottingham
Department Name: School of Computer Science

Abstract

Major improvements in crop performance are needed to keep pace with population growth, which is driving up global food demand, and climate change, which is increasing the vulnerability of cropping systems to extreme weather events in the UK and internationally. Whilst plant breeding efforts have greatly benefited from advances in genomics, profiling the crop phenome (i.e. the structure and function of plants) associated with their genetic structure and environment remains a major bottleneck.

Solutions will be multidisciplinary, requiring engineering and computer science as well as plant biology. Sensors are required that can measure of a diverse range of properties of complex, deformable, living and growing objects - plants - often in quite hostile environments. Structural and functional plant traits capturing key properties of roots, shoots, flowers, seeds, etc. must be recovered from those measures effectively and efficiently. Most data capture is image-based, requiring advanced computer vision techniques. Trait data are then used to provide understanding of e.g. plants' growth rates, flowering times, seed production and yield, using advanced data analysis and machine learning methods.

PhenomUK's vision is of an integrated, mutually-informed community of computer scientists, engineers and biologists, working together across discipline boundaries to shape the technologies needed to address one of the global challenges of the 21st century - the provision of a secure food supply to a growing population against a background of resource depletion and climate change. Through series of Annual Conferences, workshops, networking visits, online training events and pump-priming research projects, this multidisciplinary network project will:

1. ensure that UK scientists have access to the innovative technological capabilities needed to drive world-leading basic discovery research in the plant, crop and agricultural sciences
2. provide the deeper understanding of national plant phenotyping capabilities, needs and opportunities required to allow the UK to participate fully in and gain maximum benefit from international initiatives such as the pan-European infrastructure being created by the ESFRI EMPHASIS project (https://emphasis.plant-phenotyping.eu).

Technical Summary

PhenomUK is a Technology Touching Life network proposal centred on plant phenotypic technologies. Its primary aim is to foster interdisciplinary research into innovative, and potentially disruptive, technological capabilities that will drive world-leading discovery research in plant and agricultural science. It will do this by bringing together the engineering and physical and life science communities to consider novel technologies and their integration to a degree not achieved by previous projects driven by specific biological hypotheses and objectives.

Attention will centre on the combination and integration of existing and emerging phenotyping technologies in three directions:
1. Across phenotyping contexts, to maximise the benefit obtained from the different types of knowledge created by phenotyping
2. Across biological and temporal scales, to produce much richer data streams than are currently available
3. Over time, creating robust phenotyping systems incorporating sensor selection and placement, data acquisition, fusion, analysis and management.

This will position the UK to play a leading role in the rapidly developing international phenotyping community and obtain maximum benefit from emerging technologies and the many stand-alone phenotyping tools and data sets developed to date.

Planned Impact

This network will coordinate UK activities around plant phenotyping. Beneficiaries will include the UK plant phenotyping community as well as a broad range of teams working on various specialist aspects of sensor design and deployment, data extraction tools and data analysis in the context of plant phenotyping. In addition, tools and resources, as well as the accumulated knowledge, will be of direct benefit to breeding and agrochemical and agro-biotechnology companies, farmers and agronomists, and all sectors with a stake in food security and sustainability. Finally, the environmental monitoring sector will have benefit from access to many of the tools.

The major impacts will be the coordination of all the above sectors in the UK community, facilitating identification of synergies and helping place the UK at the forefront of this rapidly moving field. The network will be a point of contact with international activities in the phenotyping field including IPPN, the Wheat Initiative EWG on phenotyping and specific activities ongoing in the US, Canada, Australia, India, China, Spain, France and Germany as well as CGIAR centres such as CIMMYT.

Importantly the network will link the academic community with industry, not only the technology providers but also the users such as breeders, farmers and environmentalists. This will ensure a direct pipeline from basic research through to application. This will all be achieved through the range of planned activities, aimed at bringing together diverse skills, resources and problems to seek best solutions.

Finally, the ultimate output of these improved tools generated as result of coordination by the network will be improved germplasm and agronomy to produce crops more efficiently, sustainably and critical aid food security. This will be critical to feed forecast population increases whilst coping with land use pressures and negative consequences of climate change.
 
Description PhenomUKRI The UK Plant and Crop Phenotyping Infrastructure
Amount £2,379,992 (GBP)
Funding ID BB/Y512333/1 
Organisation Biotechnology and Biological Sciences Research Council (BBSRC) 
Sector Public
Country United Kingdom
Start 01/2023 
End 01/2025
 
Title ACID: Annotated Crop Image Database 
Description An online resource, the Annotated Crop Image Database (ACID, https://plantimages.nottingham.ac.uk) initially developed for use by University of Nottingham staff has been rebuilt and and extended will be opened up to the PhenomUK community shortly. The site provides images and associated annotations - e.g. the locations of key feature such as leaf tips - in a simple standard format. These are required when developing machine learning solutions to phenotyping problems. In its initial form, only UoN staff could add data, and only data sets based around individual colour images could be added. The new site will have enhanced security, making it possible for community members to upload and so distribute their data, and the range fo data accepted will include multiple image and 3D formats. 
Type Of Material Improvements to research infrastructure 
Year Produced 2019 
Provided To Others? Yes  
Impact Impact is expected when the database is opened up to the PhenomUK membership later this year. 
URL https://plantimages.nottingham.ac.uk
 
Description AI for Plant Image Analysis: where we are and what's next? 
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 9th March 2022 - Royal Zoological Society of Scotland, 134 Corstorphine Rd, Corstorphine, Edinburgh EH12 6TS

Hosted by Dr. Valerio Giuffrida, Edinburgh Napier University

Draft Agenda Below:

From To Description
09:00 09:30 Registration
09:30 10:00 Valerio Giuffrida (ENU) - How is AI beneficial for plant biologists [25min + 5min Q&A]
10:00 11:00 Practical Session 1: Implementing a semi-supervised AI model.
11:00 11:30 Coffee Break & Networking
11:30 12:30 Practical Session 2: Implementing a multi-task AI model.
12:30 13:30 Lunch Break
13:30 13:45 Afternoon Activities - Introduction and Briefing
13:45 14:15 Round tables for brainstorming
§ Topic 1: From a data analysis perspective, what is the main issue you encounter in your research?

§ Topic 2: Supposing that your research involves the generation of big amounts of imaging data, what is your current software provision/pipeline to analyse them?

§ Topic 3: What are the major issues you encounter when using your current software provision/pipeline?

§ Topic 4: Prepare a wishlist of functionality you would like to have in an image analysis software.

§ Topic 5: We want to establish an inter-disciplinary community: what are your ideas to keep you actively involved and engaged with this community?

14:15 15:00 Pitch Presentations (2-5 mins/presentation)
15:00 15:30 Coffee Break
15:30 16:15 Panel Discussion with the audience covering the outcomes from the round tables.
16:15 16:30 Closing Remarks
16:30 17:30 Wine Reception & Networking
17:30 Wokshop ends
Year(s) Of Engagement Activity 2022
URL https://www.phenomuk.net/event/ai-for-plant-image-analysis-where-we-are-and-whats-next-full-day-work...
 
Description Agritech 4.0 e-conference 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Agritech 4.0 was an e-conference involved in Agritech digital technology hackathon, focusing on cross collaboration, technology research, innovation and implementation for digital technologies for the progression of the agriculture industry.
Year(s) Of Engagement Activity 2020
URL https://www.tech40.net/page-3iaJ-SKRg
 
Description Airborne and Ground-based Digital Field Phenotyping Systems at Rothamsted Research Institute Workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Airborne and Ground-based Digital Field Phenotyping Systems at Rothamsted Research Institute Workshop
Year(s) Of Engagement Activity 2020
URL https://youtu.be/5UEykcHKte0
 
Description Attendance at EPSRC-BBSRC Workshop on Advanced Horticulture 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Policymakers/politicians
Results and Impact I attended the BBSRC-EPSRC Workshop on Advanced Horticulture held in Birmingham on February 25th 2020, gave a short talk describing PhenomUK and distributed flyers. From a network point of view this was an opportunity to extend PhenomUK's membership into the horticulture sector, and increase engagement with relevant sectors of EPSRC. As a direct result of this meeting, further discussions are planned with the EPSRC Sensors Programme Manager.
Year(s) Of Engagement Activity 2020
 
Description Attendance at IBIN/3DBioNet meeting 
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 PhenomUK Network Manager, Claire Hayes, attended this meeting, organised by two other Technology Touching Life Networks. The aim of the visit was to meet and engage with the managers of these other networks, to spread best practice in TTL network operation.
Year(s) Of Engagement Activity 2020
 
Description Attendance at Turing Institute AI between plant and agricultural science workshop 
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 PhenomUK Network Manager, Claire Hayes, and I attended the workshop above on December 2019. We provide slides on PhenomUK to be included in a formal presentation, gave out flyers, and engaged in debate with the seminar organisers.
Year(s) Of Engagement Activity 2019
 
Description Community Workshop on a National Plant Phenotyping Infrastructure 
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 This was a 2-day in-person workshop at which a total of 18 UK institutions active in plant phenotyping were represented. The meeting was co-hosted by PhenomUK and BBSRC and sought opinions on the necessary components of a nationwide plant phenotyping infrastructure. Material gathered from the event fed into the PhenomUK-RI proposal
Year(s) Of Engagement Activity 2022
URL http://www.phenomuk.org
 
Description Created PhenomUK LinkedIn page to connect with industry and other contacts associated with phenotyping 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact LinkedIn page created to promote and connect with other phenotyping communities and industry
Year(s) Of Engagement Activity 2021
URL http://www.linkedin.com/in/phenomuk
 
Description DCEA Webinar 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact On 12 April 2022 Prof Pridmore took part in an online webinar/panel discussion organised by UK Urban Agritech (https://ukuat.org) entitled "What is Dynamically Controlled Environment Agriculture (DCEA)". In this hour-long online event he presented an overview of PhenomUk and discussed the role of plant phenotyping technologies in urban agriculture. The goal was to raise the awareness of phenotyping in general and PhenomUk in particular in a new community.
Year(s) Of Engagement Activity 2022
 
Description DPPN: An example of a national infrastructure 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact A webinar by Dr Roland Pieruschka describing the creation and operation of the German national phenotyping project DPPN. This was timed to take place just before the September 2022 community workshop, to inform discussion.
Year(s) Of Engagement Activity 2022
URL https://www.youtube.com/watch?v=SA68pXGnrEU
 
Description Futurum Careers article : How can Computers Help crops Grow Better? 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Schools
Results and Impact This article provides an overview of plant phenotyping intended for use in subject - computer science and biology - teaching in secondary schools.The article summarises the motivation for the area and shows some examples of phenotyping in practice. It also discusses the role of academic networks and introduces PhenomUK and EMPHASIS. The written article was accompanied by an activity sheet suggesting activities to teachers.

A second aim is to introduce students to possible careers in the phenotyping and academic management by focussing on the background, career progression and current roles of Prof Tony Pridmore (Director of PhenomUK) and Ms Claire Hayes (Network Manager).

The article featured in Future's printed magazine, and is available for free download.
Year(s) Of Engagement Activity 2021
URL https://futurumcareers.com/how-can-computers-help-crops-grow-better
 
Description IBIN - A TTL Network Annual Meeting 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact IBIN Annual Meeting - Online event
This is a TTL network
Year(s) Of Engagement Activity 2020
URL https://ibin.org.uk/events/
 
Description Innovative phenotyping technologies for the 21st century seed science research Workshop 
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 Seeds underpin agriculture and the conservation of wild species and have an integral role in addressing the consequences of climate change such as food security and biodiversity loss. Seed traits are diverse and comprise of morphological, physiological, molecular, or biochemical features that relate to the dispersal, persistence, or germination of seeds, as well as their subsequent establishment as seedlings. For performance testing, germination frequency and seed vigour are key metrics. For example, seed germination rate is used for certification, developing guidance on sowing density, and agricultural insurance models, and to quantify key establishment traits (e.g., environmental thresholds), whereas seed vigour describes rates and the uniformity of seed emergence that links to faster canopy closure, weed suppression, and crop yields.

Presently, phenotyping seed traits is largely reliant on manual inspections by in-house experts or external testing companies, which is time consuming and subject to human error. This is further complicated in the seeds of wild species by considerable inter- and intra-specific trait variation. Beyond crop seeds, demands of innovative seed phenotyping technologies have driven movement toward digitising seed testing and data management, requiring automated imaging platforms and low-cost analytic systems with limited human inputs.

This workshop will bring together leading seed researchers and representatives from academia, industry, and authorised seed testing centres, to exchange their research and development, so that new improvements can be made to existing hardware, sensing, control software, and computer vision based analytic systems, for seed science research on a range of crop, model, and wild species. The workshop is organised by Dr Charlotte Seal and Prof Hugh Pritchard at Royal Botanic Gardens, Kew, and Prof Ji Zhou at Cambridge Crop Research NIAB, with supports from Crop Science Centre, University of Cambridge. Workshop participants will be invited to visit facilities at NIAB and CSC Cambridge, as well as to jointly come up innovative ideas focusing on next generation seed imaging, sensing and analytics solutions.
Year(s) Of Engagement Activity 2022
URL https://www.phenomuk.net/event/innovative-phenotyping-technologies-for-the-21st-century-seed-science...
 
Description NPEC Data Challenges and Solutions 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact This was a webinar by Dr Sven Warris, Data lead at the Dutch national phenotyping infrastructure NPEC. It outlined the data management systems considered and adopted by NPEC and discussed the challenges faced. It was timed to occur before the September 2022 community workshop, to inform discussion
Year(s) Of Engagement Activity 2022
URL https://www.youtube.com/watch?v=RKzLvhIjOOc&t=1s
 
Description Networking visit - Ribana Roscher, Junior Professor of Remote Sensing, University of Bonn 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact Ribana Roscher, Junior Professor of Remote Sensing, University of Bonn visited universisty of Nottingham computer vision lab.
Whilst on her visit she held a seminar - Towards a better understanding of our Earth with explainable machine learning.
Year(s) Of Engagement Activity 2022
 
Description PhenomUK Network Launch 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Study participants or study members
Results and Impact Te PhennonUK Launch meeting was held at Rothamsted Research on Feb 12th 2019. Some 45 representatives of academic and industrial bodies engaged in plant phenotyping attended. The purpose of the meeting was to present the funding and other instruments available to PhenomUK members and encourage preparations for the first call for proposals. Formal talks were given by the PI and Co-I, a BBSRC representative (Richard Traini() and 3 selected network members, This was followed by round table discussions. The talks were professionally recorded, as were short interviews with delegates, providing material to be used in network promotion.
Year(s) Of Engagement Activity 2019
URL https://www.phenomuk.net
 
Description PhenomUK Newsletters 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact PhenomUK have created and sent 3 newsletters to our members. We have 344 members who receive this newsletter.
Year(s) Of Engagement Activity 2020,2021
URL https://mailchi.mp/446b956da95c/phenomuk-newsletter
 
Description PhenomUK Peeriodicals page 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Peeriodicals is an online journal which allows you to become the editor of your own pages to collate specific papers within one site.
Year(s) Of Engagement Activity 2020
URL https://peeriodicals.com/peeriodicals/phenomuk-the-uk-plant-phenotyping-communitynbsp
 
Description PhenomUK Web Presence 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Study participants or study members
Results and Impact A PhenomUK website and twitter feed (https://www.phenomuk.net, @PhenomUK) have been created and are managed by the network coordinator, The Twitter currently has 258 followers. The website contains public and members only sections, news and events. Following the launch event a dedicated page hosting employment opportunities in phenotyping is being created, along with a directory of network members and a forum for technical discussions.
Year(s) Of Engagement Activity 2018
URL https://www.phenomuk.net
 
Description Robotics and Phenotyping Training Workshop 
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 10 phd students and early-career researchers attended a training workshop on robotics at Kings College, London. The workshop was organised and operated by Prof Elisabeth Sklar, for PhenomUK. The event began with an introduction to phenotyping by Prof Pridmore, and to the day and the equipment to be used by Prof Sklar. The group were then challenged to write robot control and image analysis software to drive a small mobile robot to one of a set of 3 plants, take an image and identify which plant was in view. The aim of the event was to introduce members of the robotics community to phenotyping and rehearse for a larger event planned for summer 2020.
Year(s) Of Engagement Activity 2020
 
Description Roots & Shoots Seminar: Ubiquitous & Synchronous 'Roots & Shoots' imaging for Phenotyping & Controlled Environment agriculture. 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Roots & Shoots Seminar: Ubiquitous & Synchronous 'Roots & Shoots' imaging for Phenotyping & Controlled Environment agriculture. Online seminar with two presentations from Dr Bruce Grieve - University of Manchester and Dr Stephen Rolfe - University of Sheffield to present the outcomes of their PhenomUK funded project.
Year(s) Of Engagement Activity 2020
URL https://youtu.be/jEc6jdRqwnk
 
Description Second Annual Meeting 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Study participants or study members
Results and Impact 65 Network members attended a one day meeting at the National Physical Laboratory, Teddington. Two keynote talks were given, by Dr Mark Aarts, Wageningen and Dr Hanno Scharr. Four short talks were given by recipients of the first round of Pilot Projects, which were funded in 2019. The event ended with a debate "Open Field vs Controlled Environment Phenotyping" between Profs Malcolm Bennett and Malcolm Hawkesford. These components were supported by a lunchtime poster session and displays from 5 companies. The formal AGM of the network members was also held, and the second call for proposals for pilot projects launched.
Year(s) Of Engagement Activity 2020
 
Description Spoken with Business innovation Officers at 4 different institutes about future networking event 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact We have had meetings and discussions with Business development officers at 4 different institutes regarding a future networking event involving academics, industry and business development officers across the UK involved in phenotyping.
Institutes involved included:
Aberystwyth University
Sheffield University
Lancaster University
Rothamsted Institute
Year(s) Of Engagement Activity 2021
 
Description THES web article on the roundtable discussion in partnership with Huawei and academic experts in agritechnology 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Media (as a channel to the public)
Results and Impact A round table hosted by Times Higher Education in partnership with Huawei, and invited experts spoke of the need for stronger international collaboration between researchers, governments and industry.
The panel:

Amir Esfahani, associate professor in robotics, Lincoln Institute for Agri-Food Technology, University of Lincoln
Jorge E. Hernandez, director of studies for the business analytics and big data master's programme, University of Liverpool
Matthew Jackson, head of academic relations, Huawei
Lenny Koh, senior chair professor of operations management, Management School, University of Sheffield
Alistair Lawrence, special projects editor, Times Higher Education (chair)
Tom Oliver, professor of applied ecology, University of Reading
Tony Pridmore, professor of computer science, University of Nottingham (PhenomUK Director)
Richard Tiffin, chief scientific officer in agrimetrics, University of Reading
Sergei Turitsyn, director, Institute of Photonic Technologies, Aston University

The discussion was documented in a report in the Times Higher education website: https://www.timeshighereducation.com/hub/huawei/p/using-agritech-build-sustainability-and-resilience-worlds-food-supply
Year(s) Of Engagement Activity 2020
URL https://www.timeshighereducation.com/hub/huawei/p/using-agritech-build-sustainability-and-resilience...
 
Description Talk on PhenomUK and EMPHASIS at Elixir UK All-hands Meeting 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact One of PhenomUK's key goals is to form links between the UK plant phenotyping community and related groupings. The aim of this talk was to introduce PhenomUK and EMPHASIS to the Elixir-UK team and members, and to discuss ways in which the two projects could collaborate.
Year(s) Of Engagement Activity 2019
 
Description Technology Touching Life Networks joint e-event 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact The aim of the event was to inform the network communities and the wider general public of the work undertaken and to promote the successful outcomes of each network. The event also aimed to collate feedback from the attendees about their interactions with the networks to inform future TTL networks and their associated collaborative research.
Event participants were academics, researchers, industrialists and funders interested in the work of these networks and helping shape their future. The event included short presentations and panel discussions from the networks:
networking sessions
keynote speakers
Year(s) Of Engagement Activity 2020
 
Description The Applications of Pre-symptomatic Disease Detection in Crops Workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact The Applications of Pre-symptomatic Disease Detection in Crops Workshop in collaboration with CHAP and PhenomUK. The workshop highlighted the state-of-the-art in phenotyping across academia and industry in the UK and explore the challenge of identifying crop pest or disease threats before they are evident to the human eye. The workshop brought together industry and academic stakeholders in an exploratory sandpit to develop ideas, that could be explored through collaborative R&D, to enable improved detection of pest and disease threats and better actionable insight for the grower.
Year(s) Of Engagement Activity 2020
URL https://youtu.be/xWGWfsN0wJg
 
Description Website updated to include user Forums 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact The PhenomUK website (www.phenomuk.net) has been monitored and updated through the year. In particular, user forums have been added at the request of the membership. Take-up so far has been minimal, but it is anticipated that they will become useful as the network moves towards more targeted funding calls in 2020.
Year(s) Of Engagement Activity 2019