A Random-Supply Mean Field Game Price Model

被引:8
作者
Gomes, Diogo [1 ]
Gutierrez, Julian [1 ]
Ribeiro, Ricardo [1 ]
机构
[1] King Abdullah Univ Sci & Technol KAUST, CEMSE Div, Thuwal 239556900, Saudi Arabia
关键词
mean field games; price formation; common noise; Lagrange mulitplier; STOCHASTIC DIFFERENTIAL-EQUATIONS;
D O I
10.1137/21M1443923
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We consider a market where a finite number of players trade an asset whose supply is a stochastic process. The price formation problem consists of finding a price process that ensures that when agents act optimally to minimize their trading costs, the market clears, and supply meets demand. This problem arises in market economies, including electricity generation from renewable sources in smart grids. Our model includes noise on the supply side, which is counterbalanced on the consumption side by storing energy or reducing the demand according to a dynamic price process. By solving a constrained minimization problem, we prove that the Lagrange multiplier corresponding to the market-clearing condition defines the solution of the price formation problem. For the linear -quadratic structure, we characterize the price process of a continuum population using optimal control techniques. We include numerical schemes for the price computation in the finite and infinite games, and we illustrate the model using real data.
引用
收藏
页码:188 / 222
页数:35
相关论文
共 32 条
[1]  
AID R, 2020, ARXIV
[2]   THE ENTRY AND EXIT GAME IN THE ELECTRICITY MARKETS: A MEAN-FIELD GAME APPROACH [J].
Aid, Rene ;
Dumitrescu, Roxana ;
Tankov, Peter .
JOURNAL OF DYNAMICS AND GAMES, 2021, 8 (04) :331-358
[3]  
Alasseur C, 2021, Arxiv, DOI arXiv:2101.06031
[4]   An Extended Mean Field Game for Storage in Smart Grids [J].
Alasseur, Clemence ;
Ben Tahar, Imen ;
Matoussi, Anis .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2020, 184 (02) :644-670
[5]  
[Anonymous], 2015, Introduction to the Calculus of Variations
[6]  
[Anonymous], 2013, Fields Institute Monographs
[7]  
[Anonymous], 2004, Nonlinear Differential Equations and Applications
[8]  
Basar T, 2002, IEEE INFOCOM SER, P294, DOI 10.1109/INFCOM.2002.1019271
[9]  
Bauschke HH, 2011, CMS BOOKS MATH, P1, DOI 10.1007/978-1-4419-9467-7
[10]  
Billingsley P., 1995, Probability and Measure, V3rd