Title :
Cockroaches, drunkards, and climbers: Modeling the evolution of simple movement strategies using digital organisms
Author :
Elsberry, Wesley R. ; Grabowski, Laura M. ; Ofria, Charles ; Pennock, Robert T.
Author_Institution :
Michigan State Univ., East Lansing, MI
fDate :
March 3 2009-April 2 2009
Abstract :
Even the simplest of organisms may exhibit low-level intelligent behaviors in their directed movements, such as in foraging. We used the Avida digital evolution research platform to explore the evolution of movement strategies in a model environment with a single local resource that diffuses to produce a gradient, which organisms have the ability to follow. Three common strategies that evolved, Cockroach, Drunkard, and Climber, exhibit how both environmental constraints and historical contingency play a role in the emergence of intelligent behaviors. The evolved programs are also suitable for use in controllers on robots.
Keywords :
controllers; evolutionary computation; robot kinematics; Avida digital evolution research platform; controllers; digital organisms; robots; simple movement strategies; Biological system modeling; Biological systems; Competitive intelligence; Computational intelligence; Costs; Evolution (biology); Intelligent robots; Kinematics; Organisms; Robot control;
Conference_Titel :
Artificial Life, 2009. ALife '09. IEEE Symposium on
Conference_Location :
Nashville, TN
Print_ISBN :
978-1-4244-2763-5
DOI :
10.1109/ALIFE.2009.4937699