Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
Gado: a genetic algorithm for continuous design optimization
Gado: a genetic algorithm for continuous design optimization
Parameter Mapping: A genetic programming approach to function optimization
International Journal of Knowledge-based and Intelligent Engineering Systems - Genetic Programming An Emerging Engineering Tool
Constrained multi-objective optimization using steady state genetic algorithms
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
A Field Guide to Genetic Programming
A Field Guide to Genetic Programming
A fast and elitist multiobjective genetic algorithm: NSGA-II
IEEE Transactions on Evolutionary Computation
Genetic Algorithms and Very Fast Simulated Reannealing: A comparison
Mathematical and Computer Modelling: An International Journal
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In this paper, we investigate a real-world problem, constructing optical waveguide structures using evolutionary search strategies. Optical waveguide is the most basic component in optical communication and integrated optical circuits. The structure of a waveguide is of great importance as it would significantly impact on the quality of light transmission. The aim of this paper is to find a set of potential structures which satisfy multiple waveguide design objectives including minimum group velocity dispersion and minimum propagation loss. Therefore, evolutionary algorithms which are populate-based search techniques are more suitable for this type of tasks. As a part of this investigation, a GP-based parametric optimization methodology called Parameter Mapping Approach (PMA) is introduced. This method together with traditional GA have been adapted into this study. The experiment results demonstrate both PMA and GA can produce multiple waveguide structures that meet the design criteria. Furthermore these evolved structures have very low dispersion and loss compared to those reported in the current literature.