DocumentCode
330258
Title
Soft computing (immune networks) in artificial intelligence
Author
Dote, Yasuhiko
Author_Institution
Muroran Inst. of Technol., Hokkaido, Japan
Volume
2
fYear
1998
fDate
11-14 Oct 1998
Firstpage
1382
Abstract
Proposes a reactive distributed artificial intelligence (dynamic) using immune networks and other soft computing methods. Firstly, extended soft computing is defined by adding immune networks and chaos theory including fractals and wavelets to conventional soft computing which is the fusion or combination of fuzzy systems, neural networks and genetic algorithms and is suited to cognitive distributed artificial intelligence (static). Next, a novel fuzzy neural net (general parameter radial based function neural network) is developed in order to use it for communication among agents in immune networks. The general parameter method is extended to an adaptive structured general algorithm to obtain much faster convergence rate. An unbiasedness criterion using distorter (a radial based function network) in order to optimize parameters resulting in the reactive distributed artificial intelligence kind of GMDH is applied to obtain better generalization properties. Then, this developed neural net is extended to obtain high performance
Keywords
chaos; convergence; fuzzy neural nets; fuzzy systems; generalisation (artificial intelligence); genetic algorithms; radial basis function networks; adaptive structured general algorithm; chaos theory; cognitive distributed artificial intelligence; distorter; extended soft computing; fractals; fuzzy systems; general parameter radial based function neural network; generalization properties; genetic algorithms; immune networks; neural networks; reactive distributed artificial intelligence; unbiasedness criterion; wavelets; Artificial intelligence; Artificial neural networks; Chaotic communication; Computer networks; Convergence; Distributed computing; Fractals; Fuzzy neural networks; Fuzzy systems; Genetic algorithms;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems, Man, and Cybernetics, 1998. 1998 IEEE International Conference on
Conference_Location
San Diego, CA
ISSN
1062-922X
Print_ISBN
0-7803-4778-1
Type
conf
DOI
10.1109/ICSMC.1998.728076
Filename
728076
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