Title :
Global optimization method using chaos in dissipative system
Author :
Fujita, Tokumitu ; Watanabe, Takao ; Yasuda, Keiichiro ; Yokoyama, Ryuichi
Author_Institution :
Dept. of Electr. Eng., Tokyo Metropolitan Univ., Japan
Abstract :
This paper proposes a new method for finding the global optimal solution of unconstrained nonlinear optimization problems. The proposed method takes advantage of chaotic behavior of the nonlinear dissipation system having both an inertia term and a nonlinear damping term. The time history of the system whose energy function corresponds to the objective function of the unconstrained optimization problem converges at the global minima of energy function of the system by means of appropriate control of parameters dominating occurrence of chaos. The effectiveness and feasibility of the proposed method are demonstrated on typical nonlinear optimization problems
Keywords :
chaos; damping; nonlinear systems; optimisation; chaotic behavior; dissipative system; effectiveness; energy function; feasibility; global optimization method; inertia term; nonlinear damping term; objective function; time history; unconstrained nonlinear optimization problems; Chaos; Control systems; Damping; History; Nonlinear control systems; Optimal control; Optimization methods; Stochastic processes; Temperature; Time varying systems;
Conference_Titel :
Industrial Electronics, Control, and Instrumentation, 1996., Proceedings of the 1996 IEEE IECON 22nd International Conference on
Conference_Location :
Taipei
Print_ISBN :
0-7803-2775-6
DOI :
10.1109/IECON.1996.565983