Adaptive simulated annealing for optimization in signal processing applications

被引：97

作者：

Chen, S ^{[1
]}

Luk, BL ^{[1
]}

机构：

[1] Univ Southampton, Dept Elect & Comp Sci, Southampton SO17 1BJ, Hants, England

来源：

SIGNAL PROCESSING | 1999年 / 79卷 / 01期

关键词：

simulated annealing; global optimization; blind equalization; IIR filter; decision feedback equalizer;

D O I：

10.1016/S0165-1684(99)00084-5

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

Many signal processing applications pose optimization problems with multimodal and nonsmooth cost functions. Gradient methods are ineffective in these situations. The adaptive simulated annealing (ASA) offers a viable optimization tool for tackling these difficult nonlinear optimization problems. Three applications, maximum likelihood (ML) joint channel and data estimation, infinite-impulse-response (IIR) filter design and evaluation of minimum symbol-error-rate (MSER) decision feedback equalizer (DFE), are used to demonstrate the effectiveness of the ASA. (C) 1999 Elsevier Science B.V. All rights reserved.

引用

页码：117 / 128

页数：12

共 33 条

[1]

[Anonymous], P IEEE INT C ASSP

[2]

[Anonymous], 1991, Handbook of genetic algorithms

[3] Space translation properties and the minimum-BER linear-combiner DFE [J].

Chen, S ;

Mulgrew, B ;

Chng, ES ;

Gibson, GJ .

IEE PROCEEDINGS-COMMUNICATIONS, 1998, 145 (05) :316-322

[4] Maximum likelihood joint channel and data estimation using genetic algorithms [J].

Chen, S ;

Wu, Y .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (05) :1469-1473

[5] Application of adaptive simulated annealing to blind channel identification with HOC fitting [J].

Chen, S ;

Luk, BL ;

Liu, Y .

ELECTRONICS LETTERS, 1998, 34 (03) :234-235

[6]

CHEN S, 2000, IN PRESS IEEE T AUTO

[7]

CHEN S, 1996, P ICC 96 DALL TEX, V2, P1173

[8] MMSE DECISION-FEEDBACK EQUALIZERS AND CODING .1. EQUALIZATION RESULTS [J].

CIOFFI, JM ;

DUDEVOIR, GP ;

EYUBOGLU, MV ;

FORNEY, GD .

IEEE TRANSACTIONS ON COMMUNICATIONS, 1995, 43 (10) :2582-2594

[9] MINIMIZING MULTIMODAL FUNCTIONS OF CONTINUOUS-VARIABLES WITH THE SIMULATED ANNEALING ALGORITHM [J].

CORANA, A ;

MARCHESI, M ;

MARTINI, C ;

RIDELLA, S .

ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 1987, 13 (03) :262-280

[10] STOCHASTIC RELAXATION, GIBBS DISTRIBUTIONS, AND THE BAYESIAN RESTORATION OF IMAGES [J].

GEMAN, S ;

GEMAN, D .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (06) :721-741

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