Mean field game problem for the optimal control of neuronal spiking activity

Autor: Bo, Lijun, Yang, Dongfang, Wang, Shihua
Rok vydání: 2024
Předmět:
Druh dokumentu: Working Paper
Popis: We study the mean field game problem for a nervous system consisting of a large number of neurons with mean-field interaction. In this system, each neuron can modulate its spiking activity by controlling its membrane potential to synchronize with others, thereby giving rise to a finite-player game problem. To address this, we first examine the corresponding mean field game problem and characterize the mean field equilibrium by solving a fixed point problem. Subsequently, leveraging the obtained mean field equilibrium, we construct an approximate Nash equilibrium for the finite-player game as the number of neurons is large.
Databáze: arXiv