The evolution of subtle manoeuvres in simulated hockey

A simulated hockey environment is introduced as a test bed for studying adaptive behavior and evolution of robot controllers. A near-frictionless playing surface is employed, partially mimicking zero gravity conditions. We show how a neural network using a simple evolutionary algorithm can develop nimble strategies for moving about the rink and scoring goals quickly and e ectively.

[1]  Sven Koenig 'From Animals to Animats 5': Proceedings of the Fifth International Conference on Simulation of Adaptive Behavior , 2000, Artificial Life.

[2]  Tucker Balch,et al.  Learning Roles: Behavioral Diversity in Robot Teams , 1997 .

[3]  Dave Cliff,et al.  Protean behavior in dynamic games: arguments for the co-evolution of pursuit-evasion tactics , 1994 .

[4]  Zbigniew Michalewicz,et al.  Adaptive evolutionary planner/navigator for mobile robots , 1997, IEEE Trans. Evol. Comput..

[5]  Elizabeth Sklar,et al.  Animal-animat coevolution: using the animal population as fitness function , 1998 .

[6]  John Hallam,et al.  A hybrid GP/GA approach for co-evolving controllers and robot bodies to achieve fitness-specified tasks , 1996, Proceedings of IEEE International Conference on Evolutionary Computation.

[7]  Hiroaki Kitano,et al.  RoboCup: The Robot World Cup Initiative , 1997, AGENTS '97.

[8]  Jeffrey L. Elman,et al.  Finding Structure in Time , 1990, Cogn. Sci..

[9]  D. Cliff From animals to animats , 1994, Nature.

[10]  Pattie Maes,et al.  Toward the Evolution of Dynamical Neural Networks for Minimally Cognitive Behavior , 1996 .

[11]  J. Pollack,et al.  The Evolutionary Induction of Subroutines , 1997 .

[12]  Karl Sims,et al.  Evolving 3D Morphology and Behavior by Competition , 1994, Artificial Life.

[13]  Sandip Sen,et al.  Evolving a Team , 1995 .

[14]  Rodney A. Brooks,et al.  A Robust Layered Control Syste For A Mobile Robot , 2022 .

[15]  B. Werger Robotic \Food" Chains: Externalization of State and Program for Minimal-Agent Foraging , 1996 .

[16]  Thomas Bräunl,et al.  Virtual Mechanics Simulation and Animation of Rigid Body Systems with AERO , 1995, Simul..

[17]  TesauroGerald Practical Issues in Temporal Difference Learning , 1992 .