Title :
Local interaction evolution strategies for design optimization
Author :
Gorges-Schleuter, Martina ; Sieber, Ingo ; Jakob, Wilfried
Author_Institution :
Inst. for Appl. Comput. Sci., Forschungszentrum Karlsruhe, Germany
Abstract :
This paper studies and describes two classes of local interaction evolution strategies (LES) where the choice of parents for mating as well as the decision for survival and replacement are performed locally only. The entire population is now considered to consist of spatially distributed individuals each belonging to its own overlapping neighborhood and selection operates on a set of local pools. The specific real-world application considered is the optimization of a 2-lens-system being part of a heterodyne receiver, a micro-optical communication module. The goal is to optimize the system to be as insensitive to fabrication tolerances as possible while still maintaining optimal properties. This task is highly multi-modal and multi-objective too. The evaluation of each design variant is based on a simulation model and thus is a time consuming task
Keywords :
CAD; evolutionary computation; microlenses; optical design techniques; optical engineering computing; optical receivers; optimisation; simulation; telecommunication computing; 2-lens system; design optimization; fabrication tolerances; heterodyne receiver; local interaction evolution strategies; local pools; mating; micro-optical communication module; multi-modal task; multi-objective task; optimal properties; overlapping neighborhood; parents; population; replacement; selection; simulation model; spatially distributed individuals; survival; Computational modeling; Computer science; Computer simulation; Design optimization; Evolutionary computation; Laboratories; Microelectronics; Process design; Production; Virtual manufacturing;
Conference_Titel :
Evolutionary Computation, 1999. CEC 99. Proceedings of the 1999 Congress on
Conference_Location :
Washington, DC
Print_ISBN :
0-7803-5536-9
DOI :
10.1109/CEC.1999.785544