Optimal Prediction in Local Electricity Markets

Lead Research Organisation: Queen Mary University of London
Department Name: Sch of Mathematical Sciences

Abstract

Over the next four years this Fellowship aims to build an internationally leading research team in stochastic modelling of local energy markets. The Fellow and researcher will develop theory and numerical methods to solve emerging mathematical problems in UK power systems, with a focus on modelling the community scale, in order to achieve the maximum welfare benefit from the design of these markets. The research programme will be carried out in the context of the Fellow's existing Energy group, which includes three PhD students working in power systems and energy storage. This work will involve fruitful interactions with other probabilists in the UK, power systems engineers in the UK, US and Canada, and UK industry experts working on such problems. It will have significant impact through the creation of algorithms and software, enabling the efficient numerical solution of planning and operational problems for local electricity markets. A longer term impact will be to further establish Manchester (and the UK) as a centre for talented researchers in cross-disciplinary applications of probability theory to power systems.

Planned Impact

The ultimate impact from the application in future power systems will be to UK plc. The need for new and fruitful approaches to problems in future power systems, particularly at the distribution level and with respect to demand participation and storage, is evidenced by the recent Technology Stategy Board (TSB) 'Future grid: Smart power distribution and demand' competition for feasibility funding, and by the EPSRC Storage Grand Challenge. The Fellow currently has applications under consideration in both of these initiatives and, in order to maximise impact, will remain fully involved in such initiatives over the period of the Fellowship.

The Fellow's proposal to the TSB competition is to assess the feasibility of extending his 2011 knowledge transfer project with IBM UK Ltd (List of Publications [8, 9]) to an application on the Isle of Wight in partnership with the EcoIsland Community Interest Company. IBM UK Ltd have committed to making an in-kind contribution of time worth £2,000 assessing the feasibility of the communications architecture necessary for the project. Since this and similar industrial collaborations will be key pathways to impact, the Fellow has requested 10% of the time funded by this Fellowship to pursue engagement with the public and with industry. Knowledge transfer activity in this area is likely to generate intellectual property (IP) and the Fellow will work closely with UMIP, the University of Manchester's IP commercialisation company, to ensure that these issues of IP are dealt with transparently and professionally.

Electricity supply is a key public service, and its efficiency is crucial to the UK's economic competitiveness. Further, the productive efficiency of electricity generation is increased by efficient local power systems which can respond to price signals, for example through reduced spillage of wind generation and reduced use of inefficient thermal peaking plant generation. This leads to reduced carbon emissions and the associated environmental benefits. To maximise the impact of the Fellowship in this respect, results on local electricity markets will be made available to regulatory policymaking bodies as appropriate, in a format suitable for use as an evidence base.

Regarding timescales, the UK is committed to achieving its legally binding targets for integration of renewable electricity generation by 2020. At the same time technological advances have recently been made in the physical assets required for local electricity markets, and continue to be made. As an example in April 2011 Sony began bulk shipments of 1.2kW 'Ion Energy' battery storage modules suitable for local applications, with a lifespan of over ten years based on one daily charge/discharge cycle at room temperature. Since the application area of this Fellowship concerns the underpinning mathematics and welfare economics of local electricity markets, its impact can realistically be expected to be realised within 8-10 years.

Publications

10 25 50
publication icon
De Angelis T (2018) Nash equilibria of threshold type for two-player nonzero-sum games of stopping in The Annals of Applied Probability

publication icon
De Angelis T (2017) Optimal entry to an irreversible investment plan with non convex costs in Mathematics and Financial Economics

publication icon
Johnson P (2017) Detecting changes in real-time data: a user's guide to optimal detection. in Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

publication icon
Martyr R Nonzero-sum games of optimal stopping and generalised Nash equilibrium in SIAM Journal on Control and Optimization

publication icon
Martyr R (2021) Nonzero-Sum Games of Optimal Stopping and Generalized Nash Equilibrium Problems in SIAM Journal on Control and Optimization

publication icon
Mijatovic A (2017) Procuring load curtailment from local customers under uncertainty. in Philosophical transactions. Series A, Mathematical, physical, and engineering sciences

 
Description The new work in this final part of the Fellowship has focused on game theory. In particular we have studied nonzero-sum games of optimal stopping, which are of independent interest and are also known to be connected to nonzero-sum games of control. This work has been published in the Annals of Applied Probability and SIAM Journal on Control and Optimization.
Exploitation Route Stochastic games are endemic in deregulated energy markets. Further since energy problems have multiple objectives (including financial, environmental and social), these games are often nonzero-sum. However there is still relatively little theoretical analysis of stochastic nonzero-sum games. In this context we have identified new connections on which others may build. For example we have connected nonzero-sum stochastic games of stopping with deterministic games, about which significantly more is known. We have also connected nonzero-sum stochastic games of stopping with nonzero-sum stochastic games of control.
Sectors Energy,Financial Services, and Management Consultancy

URL https://sites.google.com/site/jmoriartygroup/home/research
 
Description Our research on optimal control has led to the formation of the spin-out company Future Decisions Ltd (see 'spin-outs' for further information).
First Year Of Impact 2015
Sector Energy
Impact Types Economic

 
Description Citation in National Grid systematic review
Geographic Reach National 
Policy Influence Type Citation in systematic reviews
URL https://www.nationalgrideso.com/document/90851/download
 
Description ENWL
Geographic Reach Local/Municipal/Regional 
Policy Influence Type Influenced training of practitioners or researchers
Impact Research by Moriarty and collaborators has resulted in the introduction of a new decision-making process at Electricity North West Ltd (ENWL) based on Real Options Analysis (ROA). This has improved ENWL's performance through the introduction of Real Options Analysis, and has helped provide better value electricity supply in North West England. Previously, ENWL's use of conventional cost-benefit analyses made it difficult for the company to justify investing in 'smart' network upgrades. Now the research, which was commissioned by ENWL, provides a model to compare both flexible and inflexible capital investments in a principled way. In addition to a joint paper published in 2016, it produced a software tool whose use is now normal practice for ENWL. To date, its use across 14 capital investment projects has produced savings for the company of £5.3 million. These 'smart' network upgrades benefit the physical electricity supply to over 100,000 of ENWL's customers and the associated financial savings reach all of their 2.4 million customers.
URL https://www.enwl.co.uk/zero-carbon/innovation/smaller-projects/network-innovation-allowance/enwl001-...
 
Description National Grid - RO
Geographic Reach National 
Policy Influence Type Citation in other policy documents
URL https://www.nationalgrideso.com/document/90851/download
 
Description EPSRC Fellowship (Extension)
Amount £576,855 (GBP)
Funding ID EP/P002625/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 07/2017 
End 07/2020
 
Description Research fellowship for data-centric engineering programme
Amount £276,297 (GBP)
Funding ID R-LRF-JM1 
Organisation Alan Turing Institute 
Sector Academic/University
Country United Kingdom
Start 04/2020 
End 04/2022
 
Description The Mathematics of Energy Systems
Amount £185,000 (GBP)
Funding ID MES 
Organisation Isaac Newton Institute for Mathematical Sciences 
Sector Academic/University
Country United Kingdom
Start 01/2019 
End 05/2019
 
Description FD 
Organisation Future Decisions Ltd
Country United Kingdom 
Sector Private 
PI Contribution Development of an optimal control algorithm for participation in demand response using a commercial building's thermostatic load
Collaborator Contribution Problem formulation and feedback during algorithm development
Impact The developed algorithm has provided Future Decisions with a new capability
Start Year 2016
 
Description Secondment to Energy Systems Catapult Ltd to assist with Digital Twin Demonstrator project for BEIS 
Organisation Energy Systems Catapult Ltd
Country United Kingdom 
Sector Private 
PI Contribution I had the role of Product Owner, responsible for the development of a Visual Demonstrator for a potential future Digital Twin of the UK energy system for the UK Government Department for Business, Energy and Industrial Strategy (BEIS). One of my team was responsible for developing a reinforcement learning environment, which translated modelling output from BEIS into a form suitable for the Visual Demonstrator.
Collaborator Contribution The Energy Systems Catapult were responsible for scoping and managing the overall project, and for development of a Technical Demonstrator to illustrate the potential role of new data feeds and modelling approaches.
Impact The Energy System Digital Twin Demonstrator was delivered to the UK government department for Business, Energy and Industrial Strategy (BEIS) and showcased to BEIS in October 2022. Follow-on work is ongoing at the Energy Systems Catapult.
Start Year 2021
 
Company Name Future Decisions Ltd. 
Description Future Decisions Ltd. is a provider of software and secure networking services for building management systems. Their products optimise both internal air quality and energy consumption from heating, ventilation and cooling units. 
Year Established 2015 
Impact Future Decisions has developed an automated control service for buildings which improves indoor air quality by reducing the measured levels of pollutants; increases the energy efficiency of the building's heating, ventilation and cooling system; and also provides demand response to support the power grid. In 2017 the company completed a six-figure contract installing its technology in a new building in central London and in 2020 it was granted a UK patent on its technology.
Website http://www.futuredecisions.net
 
Description CPD course 
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 I developed and co-organised a continuous professional development (CPD) workshop, titled 'Air quality in urban areas: Harnessing data to breathe easy'. The workshop raised awareness among relevant professionals on indoor air quality standards, highlighting both challenges around implementation, and data-driven solutions to improving indoor air quality which also unlock electricity demand response. It was attended by 34 relevant professionals and, according to the feedback collected, its attendees were likely to take steps to improve indoor air quality reaching over 4,000 people.
Year(s) Of Engagement Activity 2019
URL https://www.qmul.ac.uk/maths/news-and-events/events-/air-quality-in-urban-areas-harnessing-data-to-b...
 
Description ICMS UK-India workshop on Energy Management 
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 I was lead organiser for this workshop. 45 researchers, including 9 from India, attended a one week research workshop at the International Centre for Mathematical Sciences, Edinburgh titled "Energy Management: Flexibility, Risk and Optimisation". There was also a public lecture with approximately 100 attendees from industry and the general public. During the workshop significant work was done towards an application to the Isaac Newton Institute in Cambridge for a 6 month research programme in 2019 titled "The mathematics of energy systems", which is presently in review.
Year(s) Of Engagement Activity 2016
URL http://www.icms.org.uk/icmsnews/energy-management-flexibility-risk-and-optimisation
 
Description Keynote talk at UK Energy Storage Conference 2019 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact I gave the closing keynote talk 'Storage in the Digital World' at the 2019 UK Energy Storage conference, to an audience of approximately 70 from both industry and academia, leading to questions and discussion afterwards.
Year(s) Of Engagement Activity 2019
URL https://conferences.ncl.ac.uk/ukes2019/
 
Description MES 
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 I was principal organiser for The Mathematics of Energy Systems, a four month international visitor research programme at the University of Cambridge. The programme was highly interdisciplinary, involving 100 visiting researchers across mathematics, economics and power systems engineering, from the Americas, Europe, Asia and Australasia, with 3 international workshops and 2 industry outreach days attracting a further 250 people, and sponsorship from National Grid and Google DeepMind. The programme has given rise in particular to a theme issue of Philosophical Transactions of the Royal Society A based upon it.
Year(s) Of Engagement Activity 2019
URL http://www.newton.ac.uk/event/mes
 
Description Presentation at DataLead 2015 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Presentation of the work of Future Decisions Ltd. (see 'spinouts' section) and underlying research.
Year(s) Of Engagement Activity 2015
URL https://www.youtube.com/watch?v=R17U92KPNdY&list=PLMhs4-EUscndoQe0ZrzgEVyzaE2MIExjk&index=33&t=0s