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A new hierarchical modelling framework for active control: making waves in interfacial flow-based technologies

Lead Research Organisation: University of Warwick
Department Name: Mathematics

Abstract

We are surrounded by situations that depend on a controlled outcome in our day-to-day lives, ranging from controlling the evacuation of crowds, to efficient drug delivery, or designing efficient cooling systems inside high performance computing centres. Most real-life scenarios rely on complicated models which are too complex to tackle analytically or computationally, and so it is common to use simplified models which provide a tractable setting, allowing not only for a detailed description and analysis of the problem, but also for the development of rigorous control approaches to drive the behaviour of the system towards a desired state. Such control methodologies focus on the underlying models and it is not always clear how the resulting controls affect the original real-world system itself. The aim of this proposal is to develop a systematic modelling approach with control at its heart at multiple simplification levels, accounting for the physical effects of a chosen actuation mechanism. The simplified models will not only provide us with a framework where controls can be rigorously derived, but also facilitate the translation of their action closer to the real-world scenario in an integrated manner for the first time.

In order to concentrate the developed mathematical and computational capabilities, the proposal will tackle a canonical problem at the interface between fluid mechanics, control theory, scientific computing and industrial mathematics, namely the control of falling liquid films. This problem has received significant attention within all of the above research communities, with key contributions from the present investigators. In recent years, attention has shifted towards the ability to use the resulting mathematical models and controls as guidance for specific applications, such as preventing defects in coatings for LCD screen manufacturing or enhancing heat/mass transfer for microchip cooling. We will analyse controls acting through the automated use of mechanical inputs such as air blades (or air jets) in order to steer the dynamics of the liquid-air interface to a desired outcome. Within this context, the available mathematical toolkit can be characterised as:
1.Weakly nonlinear models: the simpler models we consider, highly versatile and efficient. They provide an environment where mathematical analysis, control design and rapid numerical calculations are possible. However they are only applicable for very simple scenarios.
2. Advanced reduced-order models: more realistic models, but their complex nature renders analytical results almost impossible. However control development based on certain assumptions is still viable, and the resulting controls were recently shown to be reliable.
3. Direct numerical simulations: provide highly accurate solutions of the full model and do not rely on any modelling assumptions. However they are restrictively expensive unless efficiently guided.

The above levels are to be bound together by a novel model-predictive control (MPC) approach that will enable efficient communication between the various models and subsequent experimental data. We will focus on the usage of air jets as the control actuation mechanism - a targeted liquid cooling approach which comes in answer to the highly relevant industrial challenge of improving the efficiency of large scale computing and data storage centres.

The key overarching challenge lies in the robust translation of novel mathematical control techniques towards a level in which they become informative and can steer technological progress. While seemingly intuitive, this is in a context in which the main communities are often separated ideologically. This work, through the research itself as well as an ambitious and non-traditional dissemination plan, aims to heal this divide and provide a framework for advancement of control-theoretical results towards exciting new regimes of significant practical interest.

Publications

10 25 50
 
Description The research under this award led to the development of a new methodology for the control of physical systems involving the interplay between mathematical and simulation techniques. On the one hand, so-called reduced-order mathematical models which are fast and effective vectors for designing control strategies were deployed to gain an understanding of the solution space where they were applicable. On the other, advanced simulation techniques were developed in a manner that would allow active exchange of information with the previous models. This allowed the construction of a framework which is much more powerful, pushing both models and simulation much further than their isolated capabilities. Systems based on liquid films have been used as a target application area, given these form classical setups in technologies such as oil recovery and microchip cooling. However the proposed hierarchical control methodology has had productive ramifications towards hydrodynamic controls involving electric fields or towards other areas, such as battery lifecycle modelling, all of which benefit from approaches that productively harness synchronised reduced-order models and advanced simulation techniques.
Exploitation Route From a fundamental perspective, the theoretical progress made will be of benefit to international control-theoretical communities (mathematics and engineering) that can make use of advanced numerical techniques to validate and extend standard approaches, providing useful information into making further analytical progress. The specific capabilities studied in terms of liquid film control provide useful exploratory avenues for next generation cooling systems in large scale computing systems, while also benefitting general microfluidic and/or small scale multi-phase liquid transport systems. These advances have been progressed through an impact acceleration award and an application to the ICMS Research in Groups program, and will also be evidenced in national and international meetings, such as a dedicated mini-symposium in the British Applied Mathematics Colloquium. Several collaborations within the large scale fluids mechanics community, but also with colleagues in broader applied mathematics fields have been initiated, and are expected to evolve into larger scale efforts in terms of strengthening both theoretical capabilities and aiding the implementation of this body of work.
Sectors Electronics

Energy

Manufacturing

including Industrial Biotechology

 
Description A novel strategy for multi-scale high-speed impact data generation and adoption into industrial design pipelines
Amount £4,918 (GBP)
Organisation University of Warwick 
Sector Academic/University
Country United Kingdom
Start 07/2021 
End 12/2021
 
Description University of Warwick Impact Acceleration Account Award
Amount £10,632 (GBP)
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 01/2024 
End 03/2024
 
Description University of Warwick Institute of Advanced Studies Award
Amount £2,500 (GBP)
Funding ID 231186 
Organisation University of Warwick 
Sector Academic/University
Country United Kingdom
Start 03/2024 
End 07/2024
 
Description University of Warwick Institute of Advanced Study Award
Amount £2,500 (GBP)
Funding ID 231124 - 22 
Organisation University of Warwick 
Sector Academic/University
Country United Kingdom
Start 05/2022 
End 07/2023
 
Title Thin liquid film control (LQR method) simulation code 
Description Open-access code base for direct numerical simulation and control methodology of thin liquid films controlled by baseplate actuators, associated with publication https://doi.org/10.1137/23M1548475. 
Type Of Material Computer model/algorithm 
Year Produced 2022 
Provided To Others? Yes  
Impact Increased adoption of the publication and understanding of its content, with several downloads and further developments by the community as quantified by the GitHub platform. 
URL https://github.com/OaHolroyd/falling-film-control/tree/paper-dec-2022
 
Description Postgraduate research visit (Ecole Nationale des Ponts et Chaussées) 
Organisation École des ponts ParisTech
Country France 
Sector Academic/University 
PI Contribution The PI and Co-I for this award acted as co-supervisors for a six-month postgraduate research visitor from France working on topics directly related to the award, from mathematical modelling and analysis to computational tool development. Regular meetings (once per week) and group meeting (once per month) participation, as well as joining local seminar series and events at the University of Warwick formed the scaffolding for this relationship, which resulted in significant progress for such a short duration.
Collaborator Contribution Development of mathematical modelling insight and numerical code for analysing the problem of liquid film control under the action of airblades, including open-source code (linked below) and report production. Developing fundamental understanding of key mechanisms, as well as providing understanding about parameter sensitivity and uncertainty have been key elements of the research visit. Contributions to group meetings and the local research culture have also been helpful at the level of our teams.
Impact The research visit resulted in a 40-page written report acting as comprehensive project output and springboard for follow-on work, as well as a GitHub repository for all related computational outputs, which we hope to develop and disseminate in later stages: https://github.com/Bilal59170/Repo_Warwick_internship
Start Year 2024
 
Description Early career researcher media training 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Media (as a channel to the public)
Results and Impact The research team members (Radu Cimpeanu and Susana Gomes) co-organised a full-day media training with Screenhouse Productions Ltd., and extended its reach to members of the Warwick Mathematics Institute Early Career Committee. The group of 8 researchers was diverse in terms of both representation and area of expertise. The trainers (a producer and an actor / voice coach) interacted with the group through delivered content, individual and group exercises on topics such as how to shape the message for the general public, how to use one's voice, posture and gestures to best reach audiences, and how to make the most of an interview context. It was found to be an impactful experience, not only because of the transferable skillset gain, but also in view of team-building and leadership aspects.
Year(s) Of Engagement Activity 2023
 
Description New Trends in Optimal Control - Warwick in Venice workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact The three-day workshop brought together researchers at the intersection between feedback and optimal control, model order reduction, data-driven modelling, and computational challenges related to the application of relevant algorithms. It followed previous successful meetings like the "New directions in interfacial flow modelling and control" conference held at the Warwick Mathematics Institute (June 2022), as well as dedicated mini-symposia in international conferences such as ICIAM 2023. The workshop was supported by the University of Warwick (e.g. through Institute of Advanced Studies funding), as well as equivalent funding sources from co-organisers at Ca'Foscari University in Venice, with both institutions acting as EUTOPIA programme nodes.
Year(s) Of Engagement Activity 2024
URL https://warwick.ac.uk/fac/sci/maths/research/events/2023-2024/venicecontrol2024/
 
Description New directions in interfacial flow modelling and control - 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 This three-day workshop brought together researchers at the forefront of research in the area of interfacial flows, with a particular focus on the theoretical modelling and control of droplet-based and liquid film systems. The meeting focused on the facilitation of idea exchange in this fascinating area, and provided an environment that would help shape future large scale research initiatives in the field, with a variety of approaches and complementary techniques being represented amongst the participants. More than 10 institutions spread throughout England and Scotland were represented by the 15 speakers, with an audience of 50-60 postgraduate students and academic colleagues present throughout the event. Larger scale workshop initiatives and funding plans (including non-traditional dissemination channels) provided excellent topics for conversation and organisation, with a workshop at the major ICIAM 2023 meeting resulting from this discussion.
Year(s) Of Engagement Activity 2022
URL https://warwick.ac.uk/fac/sci/maths/research/events/events2021-22/newdirections/
 
Description School Visit (King Edward VI Grammar School, Stratford-Upon-Avon, March 2024) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Schools
Results and Impact Invitation for the PI and their research group to present their work and career trajectories as part of the event series hosted by the Maths and Physics Society at King Edward VI Grammar School, Stratford-Upon-Avon for year 12 and 13 groups.
Year(s) Of Engagement Activity 2024
 
Description The mathematics of multiphase flows with applications 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Both the PI and Co-I for the award acted as summer school instructors as part of this Isaac Newton Institute satellite programme: https://www.newton.ac.uk/event/mfa/, with a focus on modelling, computational and control of interfacial flow systems: https://www.newton.ac.uk/event/mfaw01/. This involved interactive sessions spanning multiple days with audience engagement, worksheets and other activities. All materials were recorded and are available on the website. The success of the event led to invitations for upcoming events such as the European Coating Symposium held in 2025 (https://www.european-coating-symposium.eu/)
Year(s) Of Engagement Activity 2024
URL https://www.newton.ac.uk/event/mfaw01/
 
Description Warwick Mathematics Institute Magazine research story 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Other audiences
Results and Impact The written online article provided a compact but rich glimpse into the interdisciplinary aspects of the research, while also providing a channel to disseminate findings towards wider audiences in a suitable way.
Year(s) Of Engagement Activity 2022
URL https://warwick.ac.uk/fac/sci/maths/research/wmi_mag/cimpeanu_gomes