DocumentCode :
3527982
Title :
Coupled chaotic simulated annealing processes
Author :
Suykens, J.A.K. ; Yalçin, M.E. ; Vandewalle, J.
Author_Institution :
Katholieke Univ., Leuven, Belgium
Volume :
3
fYear :
2003
fDate :
25-28 May 2003
Abstract :
In this paper we formulate methods of chaotic simulated annealing within the context of coupled local minimizers. Interpreted within the cellular nonlinear networks context, coupled local minimizers consider local optimization algorithms as cells with local connections between the cells. As a result, information exchange is taking place between the minimizers. Instead of taking local optimization methods as individual cells we explore here the use of chaotic signals as additional driving force as in continuous simulated annealing where deterministic chaos now plays the role of noise. On a number of examples, improved results are obtained by coupled chaotic annealing. In general, the coupling of the minimizers also leads to a variance reduction on the optimal cost function values simulated for many different runs.
Keywords :
cellular neural nets; chaos; simulated annealing; additional driving force; cellular nonlinear networks; chaotic simulated annealing; continuous simulated annealing; coupled local minimizers; information exchange; local optimization algorithms; optimal cost function values; variance reduction; Cellular networks; Cellular neural networks; Chaos; Chaotic communication; Cost function; Coupling circuits; Lagrangian functions; Neural networks; Optimization methods; Simulated annealing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems, 2003. ISCAS '03. Proceedings of the 2003 International Symposium on
Print_ISBN :
0-7803-7761-3
Type :
conf
DOI :
10.1109/ISCAS.2003.1205086
Filename :
1205086
Link To Document :
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