Analysis of Strategic Renewable Energy, Grid and Storage Capacity Investments via Stackelberg-Cournot Modelling

With increasing decarbonisation and accessibility to our energy systems and markets, there is a need to understand and optimise the value proposition for different stakeholders. Game-theoretic models represent a promising approach to study strategic interactions between self-interested private energ...

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Published inIEEE access Vol. 9; pp. 37752 - 37771
Main Authors Andoni, Merlinda, Robu, Valentin, Couraud, Benoit, Fruh, Wolf-Gerrit, Norbu, Sonam, Flynn, David
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 2021
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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Abstract With increasing decarbonisation and accessibility to our energy systems and markets, there is a need to understand and optimise the value proposition for different stakeholders. Game-theoretic models represent a promising approach to study strategic interactions between self-interested private energy system investors. In this work, we design and evaluate a game-theoretic framework to study strategic interactions between profit-maximising players that invest in network, renewable generation and storage capacity. Specifically, we study the case where grid capacity is developed by a private renewable investor, but line access is shared with competing renewable and storage investors, thus enabling them to export energy and access electricity demand. We model the problem of deducing how much capacity each player should build as a non-cooperative Stackelberg-Cournot game between a dominant player (leader) who builds the power line and renewable generation capacity, and local renewable and storage investors (multiple followers), who react to the installation of the line by increasing their own capacity. Using data-driven analysis and simulations, we developed an empirical search method for estimating the game equilibrium, where the payoffs capture the realistic operation and control of the energy system under study. A practical demonstration of the underlying methodology is shown for a real-world grid reinforcement project in the UK. The methodology provides a realistic mechanism to analyse investor decision-making and investigate feasible tariffs that encourage distributed renewable investment, with sharing of grid access.
AbstractList With increasing decarbonisation and accessibility to our energy systems and markets, there is a need to understand and optimise the value proposition for different stakeholders. Game-theoretic models represent a promising approach to study strategic interactions between self-interested private energy system investors. In this work, we design and evaluate a game-theoretic framework to study strategic interactions between profit-maximising players that invest in network, renewable generation and storage capacity. Specifically, we study the case where grid capacity is developed by a private renewable investor, but line access is shared with competing renewable and storage investors, thus enabling them to export energy and access electricity demand. We model the problem of deducing how much capacity each player should build as a non-cooperative Stackelberg-Cournot game between a dominant player (leader) who builds the power line and renewable generation capacity, and local renewable and storage investors (multiple followers), who react to the installation of the line by increasing their own capacity. Using data-driven analysis and simulations, we developed an empirical search method for estimating the game equilibrium, where the payoffs capture the realistic operation and control of the energy system under study. A practical demonstration of the underlying methodology is shown for a real-world grid reinforcement project in the UK. The methodology provides a realistic mechanism to analyse investor decision-making and investigate feasible tariffs that encourage distributed renewable investment, with sharing of grid access.
Author Flynn, David
Norbu, Sonam
Couraud, Benoit
Andoni, Merlinda
Robu, Valentin
Fruh, Wolf-Gerrit
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Cites_doi 10.1109/TPWRS.2019.2943670
10.1007/s40070-013-0019-0
10.24963/ijcai.2018/53
10.1109/TPWRS.2011.2170441
10.1109/TSG.2013.2259270
10.1016/j.ijepes.2010.01.027
10.1111/j.0022-1821.2005.00253.x
10.1109/59.780898
10.2307/2600996
10.1016/j.enconman.2011.02.023
10.1016/j.energy.2012.06.028
10.1016/j.apenergy.2020.116403
10.1109/TSTE.2020.2989583
10.1016/j.apenergy.2021.116575
10.1016/j.energy.2015.12.070
10.1016/j.energy.2010.06.025
10.1016/j.tej.2006.09.004
10.1109/iccw.2011.5963577
10.1007/s13675-019-00114-8
10.1016/j.ejor.2015.05.056
10.1016/0377-2217(94)00190-N
10.1016/j.apenergy.2017.07.102
10.1109/SmartGridComm.2012.6485958
10.1016/j.energy.2019.03.079
10.1016/j.apenergy.2014.07.065
10.1016/j.dss.2008.12.005
10.1016/j.apenergy.2017.05.035
10.1109/59.667399
10.1016/j.rser.2014.01.076
10.1109/TSG.2013.2256941
10.1016/j.ijepes.2003.11.003
10.1109/TPWRS.2004.831701
10.1109/TPWRS.2010.2046684
10.1109/ISGTEurope.2018.8571545
10.1016/j.renene.2012.11.028
10.1016/j.enconman.2020.113102
10.1016/j.apenergy.2016.11.060
10.1145/2133806.2133825
10.1016/j.ijepes.2019.105764
10.1016/j.ijepes.2014.05.070
10.1109/TPWRS.2007.907149
10.1016/j.energy.2010.04.022
10.1016/j.apenergy.2017.05.001
10.1007/s11149-006-9012-x
10.1109/TPWRS.2014.2336862
10.1109/TPWRS.2020.2985765
10.1109/TPWRS.2014.2367107
10.1109/TPWRS.2002.800900
10.3390/en11102858
10.1002/we.410
10.1109/TIE.2014.2387340
10.1109/TSG.2019.2937981
10.1109/TSG.2019.2934830
10.1137/120900940
10.1016/j.eneco.2012.02.015
10.1214/ss/1177011137
10.1016/j.apenergy.2020.114669
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References ref57
ref13
ref56
(ref68) 2004
ref59
ref15
(ref72) 2019
ref58
gill (ref11) 2014
ref14
ref53
ref52
ref55
ref54
ref17
ref16
ref18
ref51
ref50
(ref9) 2015
cournot (ref34) 1897
perrault (ref12) 2014
bell (ref19) 2011
ref46
ref45
ref48
ref47
ref42
ref41
ref44
ref43
vytelingum (ref5) 2010
(ref25) 2015
ref49
ref8
ref7
bronski (ref10) 2015
ref4
ref3
ref40
zheng (ref6) 2015
ref35
ref37
ref36
ref31
ref30
ref32
ref39
ref38
ref71
ref70
von stackelberg (ref33) 2010
ref73
ref24
ref67
ref23
ref26
ref69
ref64
ref63
ref66
ref65
andoni (ref1) 2020
ref21
currie (ref20) 2011
andoni (ref22) 2016; 10002
ref28
ref27
chalkiadakis (ref2) 2011
ref29
ref60
ref62
ref61
References_xml – ident: ref47
  doi: 10.1109/TPWRS.2019.2943670
– ident: ref32
  doi: 10.1007/s40070-013-0019-0
– ident: ref51
  doi: 10.24963/ijcai.2018/53
– ident: ref13
  doi: 10.1109/TPWRS.2011.2170441
– ident: ref4
  doi: 10.1109/TSG.2013.2259270
– ident: ref56
  doi: 10.1016/j.ijepes.2010.01.027
– year: 2015
  ident: ref10
  publication-title: The Economics of Load Defection How Grid-Connected Solar-Plus-Battery Systems Will Compete With Traditional Electric Service-Why it Matters and Possible Paths Forward
  contributor:
    fullname: bronski
– ident: ref7
  doi: 10.1111/j.0022-1821.2005.00253.x
– ident: ref64
  doi: 10.1109/59.780898
– ident: ref66
  doi: 10.2307/2600996
– ident: ref59
  doi: 10.1016/j.enconman.2011.02.023
– start-page: 52
  year: 2015
  ident: ref6
  article-title: A crowdfunding model for green energy investment
  publication-title: Proc Intern Joint Conf Artificial Intel (IJCAI)
  contributor:
    fullname: zheng
– ident: ref30
  doi: 10.1016/j.energy.2012.06.028
– year: 2014
  ident: ref11
  article-title: Coupling demand and distributed generation to accelerate renewable connections: Options for the accelerating renewable connections project
  contributor:
    fullname: gill
– ident: ref43
  doi: 10.1016/j.apenergy.2020.116403
– start-page: 1
  year: 2011
  ident: ref20
  article-title: Commercial arrangements to facilitate active network management
  publication-title: Proc 21st Int Conf Electr Distrib (CIRED)
  contributor:
    fullname: currie
– ident: ref45
  doi: 10.1109/TSTE.2020.2989583
– ident: ref73
  doi: 10.1016/j.apenergy.2021.116575
– start-page: 39
  year: 2010
  ident: ref5
  article-title: Agent-based micro-storage management for the smart grid
  publication-title: Proc 9th Int Conf Auto Agents Multi-Agent Syst (AAMAS)
  contributor:
    fullname: vytelingum
– start-page: 787
  year: 2011
  ident: ref2
  article-title: Cooperatives of distributed energy resources for efficient virtual power plants
  publication-title: Proc 10th Int Conf Auto Agents Multi-Agent Syst (AAMAS)
  contributor:
    fullname: chalkiadakis
– ident: ref58
  doi: 10.1016/j.energy.2015.12.070
– ident: ref8
  doi: 10.1016/j.energy.2010.06.025
– ident: ref29
  doi: 10.1016/j.tej.2006.09.004
– ident: ref39
  doi: 10.1109/iccw.2011.5963577
– ident: ref24
  doi: 10.1007/s13675-019-00114-8
– ident: ref55
  doi: 10.1016/j.ejor.2015.05.056
– ident: ref28
  doi: 10.1016/0377-2217(94)00190-N
– ident: ref67
  doi: 10.1016/j.apenergy.2017.07.102
– ident: ref40
  doi: 10.1109/SmartGridComm.2012.6485958
– ident: ref46
  doi: 10.1016/j.energy.2019.03.079
– ident: ref61
  doi: 10.1016/j.apenergy.2014.07.065
– ident: ref63
  doi: 10.1016/j.dss.2008.12.005
– ident: ref23
  doi: 10.1016/j.apenergy.2017.05.035
– ident: ref65
  doi: 10.1109/59.667399
– ident: ref17
  doi: 10.1016/j.rser.2014.01.076
– ident: ref37
  doi: 10.1109/TSG.2013.2256941
– ident: ref31
  doi: 10.1016/j.ijepes.2003.11.003
– ident: ref35
  doi: 10.1109/TPWRS.2004.831701
– ident: ref15
  doi: 10.1109/TPWRS.2010.2046684
– ident: ref71
  doi: 10.1109/ISGTEurope.2018.8571545
– ident: ref60
  doi: 10.1016/j.renene.2012.11.028
– ident: ref44
  doi: 10.1016/j.enconman.2020.113102
– start-page: 52
  year: 2020
  ident: ref1
  article-title: Strategic decision-making for power network investments with distributed renewable generation
  publication-title: Proc 19th Int Conf Auton Agents Multi-Agent Syst (AAMAS)
  contributor:
    fullname: andoni
– ident: ref54
  doi: 10.1016/j.apenergy.2016.11.060
– ident: ref3
  doi: 10.1145/2133806.2133825
– year: 2015
  ident: ref25
  publication-title: Kintyre-Hunterstone
– ident: ref48
  doi: 10.1016/j.ijepes.2019.105764
– ident: ref62
  doi: 10.1016/j.ijepes.2014.05.070
– ident: ref26
  doi: 10.1109/TPWRS.2007.907149
– ident: ref57
  doi: 10.1016/j.energy.2010.04.022
– ident: ref49
  doi: 10.1016/j.apenergy.2017.05.001
– ident: ref27
  doi: 10.1007/s11149-006-9012-x
– ident: ref21
  doi: 10.1109/TPWRS.2014.2336862
– ident: ref53
  doi: 10.1109/TPWRS.2020.2985765
– year: 2004
  ident: ref68
  publication-title: Technical Evaluation of Transmission Network Reinforcement Expenditure Proposals by Licensees in Great Britain-Draft Report
– start-page: 805
  year: 2014
  ident: ref12
  article-title: Efficient coordinated power distribution on private infrastructure
  publication-title: Proc 13th Int Conf Auton Agents Multi-Agent Syst (AAMAS)
  contributor:
    fullname: perrault
– year: 2015
  ident: ref9
  publication-title: A Framework Strategy for a Resilient Energy Union with a Forward-Looking Climate Change Policy
– ident: ref16
  doi: 10.1109/TPWRS.2014.2367107
– year: 1897
  ident: ref34
  publication-title: Researches Into the Mathematical Principles of the Theory of Wealth
  contributor:
    fullname: cournot
– ident: ref14
  doi: 10.1109/TPWRS.2002.800900
– volume: 10002
  start-page: 127
  year: 2016
  ident: ref22
  publication-title: Using Stackelberg Games to Model Electric Power Grid Investments in Renewable Energy Settings
  contributor:
    fullname: andoni
– year: 2010
  ident: ref33
  publication-title: Market Structure and Equilibrium
  contributor:
    fullname: von stackelberg
– ident: ref50
  doi: 10.3390/en11102858
– ident: ref18
  doi: 10.1002/we.410
– ident: ref38
  doi: 10.1109/TIE.2014.2387340
– ident: ref42
  doi: 10.1109/TSG.2019.2937981
– year: 2011
  ident: ref19
  article-title: Academic review of transmission charging arrangements
  contributor:
    fullname: bell
– year: 2019
  ident: ref72
  publication-title: A Behind the Scenes Take on Lithium-ion Battery Prices
– ident: ref41
  doi: 10.1109/TSG.2019.2934830
– ident: ref69
  doi: 10.1137/120900940
– ident: ref36
  doi: 10.1016/j.eneco.2012.02.015
– ident: ref70
  doi: 10.1214/ss/1177011137
– ident: ref52
  doi: 10.1016/j.apenergy.2020.114669
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Snippet With increasing decarbonisation and accessibility to our energy systems and markets, there is a need to understand and optimise the value proposition for...
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SubjectTerms Analytical models
Data analysis
Decision analysis
Decision making
Electric power demand
Electricity consumption
Empirical analysis
Energy storage
Game theory
Games
Investment
leader-follower game
network upgrade
optimisation
Optimization
Power demand
Power lines
Renewable energy sources
renewable generation
Stackelberg-Cournot game
Storage capacity
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Title Analysis of Strategic Renewable Energy, Grid and Storage Capacity Investments via Stackelberg-Cournot Modelling
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