DocumentCode
2288797
Title
Automated mathematical modelling and simulation of robotic dynamic systems using a new fuzzy-fractal-genetic approach
Author
Castillo, Oscar ; Melin, Patricia
Author_Institution
Dept. of Comput. Sci., Inst. Tecnologico de Tijuana, NM, USA
Volume
4
fYear
1998
fDate
11-14 Oct 1998
Firstpage
3382
Abstract
We describe in this paper a computer program for automated mathematical modelling and simulation of robotic dynamic systems using fuzzy logic techniques, genetic algorithms and fractal theory. The computer program combines soft computing (SC) techniques with mathematical methods and can be considered an intelligent system for the domain of modelling and simulation of robotic systems. This domain is quite complex because robotic systems can be viewed as nonlinear dynamical systems, and it is a well known fact that even very simple nonlinear dynamical systems can exhibit “chaotic” behavior. The computer program simulates the reasoning of a human expert in the process of developing mathematical models of robotic dynamic systems (RDS). The program contains the knowledge of the human experts expressed as fuzzy rules (in the knowledge base) for mathematical modelling and simulation (MMS) of robotic systems. The computer program uses efficiently SC techniques and fractal theory for MMS of RDS. Mathematical modelling and simulation of robotic systems is very important because it can help in the control of an actual system or in the design of a new system using the results of the simulations
Keywords
chaos; digital simulation; fractals; fuzzy logic; genetic algorithms; knowledge based systems; nonlinear dynamical systems; robots; MMS; RDS; automated mathematical modelling; chaotic behavior; fractal theory; fuzzy logic; fuzzy rules; fuzzy-fractal-genetic approach; genetic algorithms; intelligent system; knowledge base; nonlinear dynamical systems; robotic dynamic systems; simulation; soft computing; Computational modeling; Computer simulation; Fractals; Fuzzy logic; Genetic algorithms; Humans; Intelligent robots; Mathematical model; Nonlinear dynamical systems; Robotics and automation;
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.1998.726526
Filename
726526
Link To Document