Title :
Energy Lyapunov function for generalized replicator equations
Author_Institution :
Res. Center for Interdisciplinary Environ. Cooperation, Acad. of Sci., St. Petersburg, Russia
Abstract :
Replicator dynamics is an evolutionary strategy well established in different disciplines of biological sciences. It describes the evolution of self-reproducing entities called replicators in various independent models of, e.g., genetics, ecology, prebiotic evolution, and sociobiology. Besides this, replicator selection has been applied to problem solving in combinatorial optimization and to learning in neural networks and also in fluid mechanics, game and laser theory. So, the replicator systems arising in an extraordinary variety of modeling situations. In this paper the author introduces the new class of generalized replicator equations with nonlinear response functions and constructs an energy Lyapunov function for this system. Tsallis entropy is considered as an example.
Keywords :
Lyapunov methods; combinatorial mathematics; evolutionary computation; fluid mechanics; game theory; laser theory; nonlinear differential equations; optimisation; Tsallis entropy; biological sciences; energy Lyapunov function; fluid mechanics; game theory; laser theory; learning; neural networks; nonlinear differential equations; optimization; problem solving; replicator dynamics; replicator equations; self-reproducing entities; Biological system modeling; Biology; Environmental factors; Equations; Evolution (biology); Game theory; Genetics; Lyapunov method; Neural networks; Problem-solving;
Conference_Titel :
Physics and Control, 2003. Proceedings. 2003 International Conference
Print_ISBN :
0-7803-7939-X
DOI :
10.1109/PHYCON.2003.1236830