TY - GEN
T1 - Initial Error Affection and Strategy Modification in Multi-Population LQ Mean Field Games under Erroneous Initial Distribution Information
AU - Jin, Yuxin
AU - Ren, Lu
AU - Yao, Wang
AU - Zhang, Xiao
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - In this paper, the initial error affection and strategy modification in multi-population linear quadratic mean field games (MPLQMFGs) under erroneous initial distribution information are investigated. First, a MPLQMFG model is developed where agents in different populations are coupled by dynamics and cost functions. Next, by studying the evolutionary of MPLQMFGs under erroneous initial distribution information, the predicted and the actual evolutionary of mean field states are given. Furthermore, assume that each agent maintains observations only of its own state and control as well as the mean field terms of its own population, and agents are allowed to modify their strategies at an intermediate moment, two sufficient conditions are provided, where the game will reach the Nash equilibrium under correct information. Besides, the affection of the initial error on the game is discussed. Finally, simulations on the opinion evolutions of two groups are performed to verify above conclusions.
AB - In this paper, the initial error affection and strategy modification in multi-population linear quadratic mean field games (MPLQMFGs) under erroneous initial distribution information are investigated. First, a MPLQMFG model is developed where agents in different populations are coupled by dynamics and cost functions. Next, by studying the evolutionary of MPLQMFGs under erroneous initial distribution information, the predicted and the actual evolutionary of mean field states are given. Furthermore, assume that each agent maintains observations only of its own state and control as well as the mean field terms of its own population, and agents are allowed to modify their strategies at an intermediate moment, two sufficient conditions are provided, where the game will reach the Nash equilibrium under correct information. Besides, the affection of the initial error on the game is discussed. Finally, simulations on the opinion evolutions of two groups are performed to verify above conclusions.
UR - https://www.scopus.com/pages/publications/86000666681
U2 - 10.1109/CDC56724.2024.10886109
DO - 10.1109/CDC56724.2024.10886109
M3 - 会议稿件
AN - SCOPUS:86000666681
T3 - Proceedings of the IEEE Conference on Decision and Control
SP - 1243
EP - 1250
BT - 2024 IEEE 63rd Conference on Decision and Control, CDC 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 63rd IEEE Conference on Decision and Control, CDC 2024
Y2 - 16 December 2024 through 19 December 2024
ER -