Coupling a Power Dispatch Model with a Wardrop or Mean-Field-Game Equilibrium Model

被引:5
作者
Babonneau, F. [1 ,2 ]
Foguen, R. T. [3 ]
Haurie, A. [1 ,4 ,5 ]
Malhame, R. [3 ]
机构
[1] ORDECSYS, Chene Bougeries, Switzerland
[2] Univ Adolfo Ibanez, Escuela Negocios, Santiago, Chile
[3] Polytech Montreal, GERAD, Montreal, PQ, Canada
[4] Univ Geneva, Geneva, Switzerland
[5] HEC Montreal, GERAD, Montreal, PQ, Canada
关键词
Long-term energy model; Power generation and distribution submodel; Wardrop equilibrium; Mean field game; PHEV strategic charging; ROBUST OPTIMIZATION; ENERGY; MARKETS;
D O I
10.1007/s13235-020-00357-w
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this paper, we propose an approach for coupling a power network dispatch model, which is part of a long-term multi-energy model, with Wardrop or Mean-Field-Game (MFG) equilibrium models that represent the demand response of a large population of small "prosumers" connected at the various nodes of the electricity network. In a deterministic setting, the problem is akin to an optimization problem with equilibrium constraints taking the form of variational inequalities or nonlinear complementarity conditions. In a stochastic setting, the problem is formulated as a robust optimization with uncertainty sets informed by the probability distributions resulting from an MFG equilibrium solution. Preliminary numerical experimentations, using heuristics mimicking standard price adjustment techniques, are presented for both the deterministic and stochastic cases.
引用
收藏
页码:217 / 241
页数:25
相关论文
共 34 条
[11]   Bilevel Programming: The Montreal School [J].
Brotcorne, Luce ;
Marcotte, Patrice ;
Savard, Gilles .
INFOR, 2008, 46 (04) :231-246
[12]   Co-Optimization of Power and Reserves in Dynamic T&D Power Markets With Nondispatchable Renewable Generation and Distributed Energy Resources [J].
Caramanis, Michael ;
Ntakou, Elli ;
Hogan, William W. ;
Chakrabortty, Aranya ;
Schoene, Jens .
PROCEEDINGS OF THE IEEE, 2016, 104 (04) :807-836
[13]  
COTE JP, 2003, J REVENUE PRICING MA, V2, P23, DOI DOI 10.1057/palgrave.rpm.5170046
[14]  
Dussault J-P, 2016, OPTIMIZATION ONLINE
[15]   Stochastic Games for the Smart Grid Energy Management With Prospect Prosumers [J].
Etesami, S. Rasoul ;
Saad, Walid ;
Mandayam, Narayan B. ;
Poor, H. Vincent .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2018, 63 (08) :2327-2342
[16]  
Etesami SR, 2017, IEEE DECIS CONTR P, DOI 10.1109/CDC.2017.8264036
[17]  
Foguen RT, 2019, IEEE 58 C DEC CONTR
[18]   Solving nonlinear single-unit commitment problems with ramping constraints [J].
Frangioni, Antonio ;
Gentile, Claudio .
OPERATIONS RESEARCH, 2006, 54 (04) :767-775
[19]  
Gupta S, 2019, IEEE T SMART GRID
[20]   ON THE RELATIONSHIP BETWEEN NASH-COURNOT AND WARDROP EQUILIBRIA [J].
HAURIE, A ;
MARCOTTE, P .
NETWORKS, 1985, 15 (03) :295-308