Hybrid genetic algorithm-tabu search approach for optimising multilayer optical coatings

被引:17
作者
Hageman, JA
Wehrens, R
van Sprang, HA
Buydens, LMC
机构
[1] Univ Nijmegen, Dept Analyt Chem, NL-6525 ED Nijmegen, Netherlands
[2] Philips Res Labs, Dept Inorgan Mat, NL-5656 AA Eindhoven, Netherlands
关键词
optimisation; genetic algorithms; tabu search; multilayer optical coatings;
D O I
10.1016/S0003-2670(03)00753-0
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Constructing multilayer optical coatings (MOCs) is a difficult large-scale optimisation problem due to the enormous size of the search space. In the present paper, a new approach for designing MOCs is presented using genetic algorithms (GAs) and tabu search (TS). In this approach, it is not necessary to specify how many layers will be present in a design, only a maximum needs to be defined. As it is generally recognised that the existence of specific repeating blocks is beneficial for a design, a specific GA representation of a design is used which promotes the occurrence of repeating blocks. Solutions found by GAs are improved by a new refinement method, based on TS, a global optimisation method which is loosely based on artificial intelligence. The improvements are demonstrated by creating a visible transmitting/infrared reflecting filter with a wide variety of materials. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:211 / 222
页数:12
相关论文
共 20 条
[1]  
[Anonymous], 1989, GENETIC ALGORITHM SE
[2]  
[Anonymous], 1990, INFORMS J COMPUT, DOI [10.1287/ijoc.2.1.4, DOI 10.1287/IJOC.2.1.4]
[3]  
BERGMAN R, 1993, IEE P A, V6, P418
[4]   TABU SEARCH TECHNIQUES - A TUTORIAL AND AN APPLICATION TO NEURAL NETWORKS [J].
DEWERRA, D ;
HERTZ, A .
OR SPEKTRUM, 1989, 11 (03) :131-141
[5]   REFINEMENT OF OPTICAL MULTILAYER SYSTEMS WITH DIFFERENT OPTIMIZATION PROCEDURES [J].
DOBROWOLSKI, JA ;
KEMP, RA .
APPLIED OPTICS, 1990, 29 (19) :2876-2893
[6]  
Glover F., 1989, ORSA Journal on Computing, V1, P190, DOI [10.1287/ijoc.2.1.4, 10.1287/ijoc.1.3.190]
[7]  
Glover F., 1993, Annals of Operations Research, V41, P3
[8]  
Glover F., 1998, TABU SEARCH
[9]   A HYBRID GENETIC ALGORITHM FOR THE ESTIMATION OF KINETIC-PARAMETERS [J].
HIBBERT, DB .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1993, 19 (03) :319-329
[10]  
HOLLAND JH, 1992, ADAPTATION NATURAL A