Limit Cycles Analysis and Control of Evolutionary Game Dynamics with Environmental Feedback

Recently, an evolutionary game dynamics model taking into account the environmental feedback has been proposed to describe the co-evolution of strategic actions of a population of individuals and the state of the surrounding environment; correspondingly a range of interesting dynamic behaviors have been reported. In this paper, we provide new theoretical insight into such behaviors and discuss control options. Instead of the standard replicator dynamics, we use a more realistic and comprehensive model of replicator-mutator dynamics , to describe the strategic evolution of the population. After integrating the environment feedback, we study the effect of mutations on the resulting closed-loop system dynamics. We prove the conditions for two types of bifurcations, Hopf bifurcation and Heteroclinic bifurcation , both of which result in stable limit cycles . These limit cycles have not been identified in existing works, and we further prove that such limit cycles are in fact persistent in a large parameter space and are almost globally stable. In the end, an intuitive control policy based on incentives is applied, and the effectiveness of this control policy is examined by analysis and simulations.

[1]  J. Weitz,et al.  Infect while the iron is scarce: nutrient-explicit phage-bacteria games , 2019, Theoretical Ecology.

[2]  Xin Wang,et al.  Steering eco-evolutionary game dynamics with manifold control , 2019, Proceedings of the Royal Society A.

[3]  Y. Iwasa,et al.  Social evolution leads to persistent corruption , 2019, Proceedings of the National Academy of Sciences.

[4]  Ming Cao,et al.  Incentive-Based Control of Asynchronous Best-Response Dynamics on Binary Decision Networks , 2019, IEEE Transactions on Control of Network Systems.

[5]  Brian D. O. Anderson,et al.  Evolutionary Dynamics of Two Communities Under Environmental Feedback , 2019, IEEE Control Systems Letters.

[6]  J. Weitz,et al.  Spatial Interactions and Oscillatory Tragedies of the Commons. , 2019, Physical review letters.

[7]  Erol Akçay,et al.  Evolutionary games with environmental feedbacks , 2018, Nature Communications.

[8]  Alex McAvoy,et al.  Asymmetric evolutionary games with environmental feedback. , 2018, Journal of theoretical biology.

[9]  Dario Bauso,et al.  Bio-Inspired Evolutionary Game Dynamics in Symmetric and Asymmetric Models , 2018, IEEE Control Systems Letters.

[10]  Yorai Wardi,et al.  Optimal control policies for evolutionary dynamics with environmental feedback , 2018, 2018 IEEE Conference on Decision and Control (CDC).

[11]  Ming Cao,et al.  Evolutionary Game Dynamics for Two Interacting Populations in A Co-evolving Environment , 2018, 2018 IEEE Conference on Decision and Control (CDC).

[12]  David G. Rand,et al.  Cyclical Population Dynamics of Automatic Versus Controlled Processing: An Evolutionary Pendulum , 2017, Psychological review.

[13]  Ming Cao,et al.  Towards Optimal Control of Evolutionary Games on Networks , 2017, IEEE Transactions on Automatic Control.

[14]  Sam P. Brown,et al.  An oscillating tragedy of the commons in replicator dynamics with game-environment feedback , 2016, Proceedings of the National Academy of Sciences.

[15]  Toshimitsu Ushio,et al.  Subsidy-Based Control of Heterogeneous Multiagent Systems Modeled by Replicator Dynamics , 2016, IEEE Transactions on Automatic Control.

[16]  Xiaohua Xia,et al.  Evolutionary game theoretic demand-side management and control for a class of networked smart grid , 2016, Autom..

[17]  Naomi Ehrich Leonard,et al.  Hopf Bifurcations and Limit Cycles in Evolutionary Network Dynamics , 2012, SIAM J. Appl. Dyn. Syst..

[18]  Naomi Ehrich Leonard,et al.  Limit cycles in replicator-mutator network dynamics , 2011, IEEE Conference on Decision and Control and European Control Conference.

[19]  Rafael Sanjuán,et al.  Extremely High Mutation Rate of a Hammerhead Viroid , 2009, Science.

[20]  Arne Traulsen,et al.  Exploration dynamics in evolutionary games , 2009, Proceedings of the National Academy of Sciences.

[21]  R. Sullivan,et al.  Corporate Responses to Climate Change: Achieving Emissions Reductions through Regulation, Self-regulation and Economic Incentives , 2008 .

[22]  Franco Blanchini,et al.  Set-theoretic methods in control , 2007 .

[23]  François Taddei,et al.  The Durability of Public Goods Changes the Dynamics and Nature of Social Dilemmas , 2007, PloS one.

[24]  Marco Sabatini,et al.  Limit cycle uniqueness for a class of planar dynamical systems , 2006, Appl. Math. Lett..

[25]  Natalia L Komarova,et al.  Replicator-mutator equation, universality property and population dynamics of learning. , 2004, Journal of theoretical biology.

[26]  M A Nowak,et al.  Evolution of universal grammar. , 2001, Science.

[27]  G. Brady Governing the Commons: The Evolution of Institutions for Collective Action , 1993 .

[28]  S. Wiggins Introduction to Applied Nonlinear Dynamical Systems and Chaos , 1989 .

[29]  Michael F. Singer,et al.  Liouvillian First Integrals of Differential Equations , 1988, ISSAC.

[30]  P. Holmes,et al.  Nonlinear Oscillations, Dynamical Systems, and Bifurcations of Vector Fields , 1983, Applied Mathematical Sciences.

[31]  M. Cao,et al.  Limit Cycles in Replicator-Mutator Dynamics with Game-Environment Feedback , 2020 .

[32]  Ming Cao,et al.  A survey on the analysis and control of evolutionary matrix games , 2018, Annu. Rev. Control..

[33]  Frank Wannemaker,et al.  Bifurcation Theory And Methods Of Dynamical Systems , 2016 .

[34]  M. Hirsch,et al.  Differential Equations, Dynamical Systems, and an Introduction to Chaos , 2003 .

[35]  J. A. Kuznecov Elements of applied bifurcation theory , 1998 .

[36]  Josef Hofbauer,et al.  Heteroclinic cycles in ecological differential equations , 1994 .