DocumentCode
412568
Title
Implementation of an immuno-genetic network on a real Khepera II robot
Author
Vargas, Patricia A. ; de Castro, Leandro N. ; Michelan, Roberto ; Von Zuben, Fernando J.
Author_Institution
Dept. of Comput. Eng. & Ind. Autom., State Univ. of Campinas, Brazil
Volume
1
fYear
2003
fDate
8-12 Dec. 2003
Firstpage
420
Abstract
The design of autonomous navigation systems for mobile robots, with simultaneous objectives to be satisfied such as garbage collection with integrity maintenance, requires refined coordination mechanisms to deal with modules of elementary behaviour. This paper shows the implementation on a real Khepera II robot of an immuno-genetic network for autonomous navigation that combines an evolutionary algorithm with a continuous immune network model. The proposed immuno-genetic system has the immune network implementing a dynamic process of decision-making, and the evolutionary algorithm defining the network structure. To be able to evaluate the controllers (immune networks) on the evolutionary process, a virtual environment was used for computer simulation, based on the characteristics of the navigation problem. The immune networks obtained by evolution were then analyzed and tested on new situations, presenting coordination capability in simple and more complex tasks. Some preliminary experiments on a real Khepera II robot demonstrate the feasibility of the evolved immune networks.
Keywords
decision making; genetic algorithms; mobile robots; navigation; path planning; virtual reality; Khepera II robot; autonomous navigation systems; complex tasks; computer simulation; continuous immune network; coordination capability; decision making; dynamic process; evolutionary algorithm; evolutionary process; garbage collection; immune networks; immuno-genetic network; immuno-genetic system; mobile robots; navigation problem; network structure; refined coordination mechanisms; virtual environment; Computer networks; Evolutionary computation; Genetics; Mobile robots; Navigation; Organisms; Robot kinematics; Robot sensing systems; Robotics and automation; Service robots;
fLanguage
English
Publisher
ieee
Conference_Titel
Evolutionary Computation, 2003. CEC '03. The 2003 Congress on
Print_ISBN
0-7803-7804-0
Type
conf
DOI
10.1109/CEC.2003.1299606
Filename
1299606
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