TERMINAL REPELLER UNCONSTRAINED SUBENERGY TUNNELING (TRUST) FOR FASTGLOBAL OPTIMIZATION

Citation
Bc. Cetin et al., TERMINAL REPELLER UNCONSTRAINED SUBENERGY TUNNELING (TRUST) FOR FASTGLOBAL OPTIMIZATION, Journal of optimization theory and applications, 77(1), 1993, pp. 97-126
Citations number
20
Categorie Soggetti
Operatione Research & Management Science",Mathematics,"Operatione Research & Management Science
ISSN journal
00223239
Volume
77
Issue
1
Year of publication
1993
Pages
97 - 126
Database
ISI
SICI code
0022-3239(1993)77:1<97:TRUST(>2.0.ZU;2-T
Abstract
A new method for unconstrained global function optimization, acronymed TRUST, is introduced. This method formulates optimization as the solu tion of a deterministic dynamical system incorporating terminal repell ers and a novel subenergy tunneling function. Benchmark tests comparin g this method to other global optimization procedures are presented, a nd the TRUST algorithm is shown to be substantially faster. The TRUST formulation leads to a simple stopping criterion. In addition, the str ucture of the equations enables an implementation of the algorithm in analog VLSI hardware, in the vein of artificial neural networks, for f urther substantial speed enhancement.