Passivity Analysis of Replicator Dynamics and Its Variations
成果类型:
Article
署名作者:
Mabrok, Mohamed A.
刊物名称:
IEEE TRANSACTIONS ON AUTOMATIC CONTROL
ISSN/ISSBN:
0018-9286
DOI:
10.1109/TAC.2020.3027644
发表日期:
2021
页码:
3879-3884
关键词:
games
sociology
statistics
STANDARDS
Transfer functions
stability analysis
Protocols
evolutionary games
learning in games
Passivity
Population games
摘要:
In this article, we focus on studying the passivity properties of different versions of replicator dynamics (RD). The RD represents a deterministic monotone nonlinear dynamic, which allows incorporation of the distribution of population types through a fitness function. We use tools for control theory, in particular, the passivity theory, to study the stability of the RD when it is in action with evolutionary games. The passivity theory allows us to identify the class of evolutionary games in which stability with RD is guaranteed. We show that several variations of the first order RD satisfy the standard loseless passivity property. In contrary, the second-order RD does not satisfy the standard passivity property; however, it satisfies a similar dissipativity property known as negative imaginary property.