BLIND EQUALIZERS WITH SIMULATED ANNEALING OPTIMIZATION FOR DIGITAL-COMMUNICATION SYSTEMS

被引:2
作者
ILOW, J [1 ]
HATZINAKOS, D [1 ]
VENETSANOPOULOS, AN [1 ]
机构
[1] UNIV TORONTO, DEPT ELECT ENGN, TORONTO M5S 1A4, ONTARIO, CANADA
关键词
PARAMETER ESTIMATION; BLIND DECONVOLUTION; GLOBAL OPTIMIZATION; NON-GAUSSIAN PROCESSES; NONMINIMUM PHASE SYSTEMS;
D O I
10.1002/acs.4480080506
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
New batch-type methods and their recursive extensions are introduced for blind equalization of digital communication channels. Based on the underlying cost function of the existing Bussgang and cumulant-fitting algorithms, simulated annealing (SA) optimization is successfully employed to identify and equalize the communication channels. Many of the existing blind equalization algorithms utilize a stochastic gradient approach to minimize non-linear cost functions. Owing to the multimodal nature of these functions, the gradient algorithms might converge to the wrong solution. In contrast, the proposed methods are based on a global optimization algorithm. The SA algorithm tends to avoid the local minima encountered. The feasibility and convergence behaviour of the proposed algorithms are examined by means of computer simulations. Computational complexity issues in the implementation of the algorithms are discussed.
引用
收藏
页码:501 / 522
页数:22
相关论文
共 30 条
[1]  
Azencott R., 1992, SIMULATED ANNEALING
[2]  
Bellini S., 1986, Digital Communications. Proceedings of the Second Tirrenia International Workshop, P251
[3]  
Benedetto S., 1987, DIGITAL TRANSMISSION
[4]   ROBUST IDENTIFICATION OF A NON-MINIMUM PHASE SYSTEM - BLIND ADJUSTMENT OF A LINEAR EQUALIZER IN DATA COMMUNICATIONS [J].
BENVENISTE, A ;
GOURSAT, M ;
RUGET, G .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1980, 25 (03) :385-399
[5]   BLIND EQUALIZERS [J].
BENVENISTE, A ;
GOURSAT, M .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1984, 32 (08) :871-883
[6]  
Chamberlain R. D., 1988, Proceedings of the 1988 IEEE International Conference on Computer Design: VLSI in Computers and Processors - ICCD '88 (Cat. No.88CH2643-5), P540, DOI 10.1109/ICCD.1988.25758
[7]   BLIND EQUALIZATION WITH CRITERION WITH MEMORY NONLINEARITY [J].
CHEN, YJ ;
NIKIAS, CL ;
PROAKIS, JG .
OPTICAL ENGINEERING, 1992, 31 (06) :1200-1210
[8]   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
[9]  
DING Z, 1989, 23RD P C INF SCI SYS, P538
[10]   MAXIMUM-LIKELIHOOD BLIND EQUALIZATION [J].
GHOSH, M ;
WEBER, CL .
OPTICAL ENGINEERING, 1992, 31 (06) :1224-1228