DocumentCode :
1702969
Title :
Electromagnetics optimization using an evolutionary algorithm with a mixed-parameter self-adaptive mutation operator
Author :
Hoorfar, A. ; Nelaturi, S. ; Jinhui Zhu
Author_Institution :
Dept. of Electron. & Comput. Eng., Villanova Univ., PA, USA
Volume :
4
fYear :
2001
Firstpage :
634
Abstract :
Applications of evolutionary programming (EP) in electromagnetics to date have been mainly in continuous parameter optimizations. EP, however, can directly work with continuous or discrete parameters. We present an implementation of EP with a mixed continuous-discrete parameter representation. In our approach the mutation operator consists of a hybrid combination of Gaussian mutation, for the continuous parameters, and Poisson mutation, for the discrete parameters. The implementation uses self-adaptive schemes for updating the standard deviation of the Gaussian distribution and the mean of the Poisson distribution during the evolution. As an example, the mixed-parameter EP algorithm is applied to the design of a multi-layer filter structure.
Keywords :
Gaussian distribution; Poisson distribution; dielectric devices; electromagnetism; electronic engineering computing; evolutionary computation; mathematical operators; millimetre wave filters; passive filters; Gaussian distribution; Gaussian mutation; Poisson distribution; Poisson mutation; continuous parameter optimization; continuous parameters; dielectric filter design; discrete parameters; electromagnetics optimization; evolutionary algorithm; evolutionary programming; millimeter-wave frequency response; mixed continuous-discrete parameter representation; mixed-parameter EP algorithm; mixed-parameter self-adaptive mutation operator; multi-layer filter structure; mutation operator; self-adaptive schemes; standard deviation; Algorithm design and analysis; Antenna arrays; Design optimization; Electromagnetics; Evolutionary computation; Filters; Genetic mutations; Microstrip antennas; Microwave antennas; Nonhomogeneous media;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Antennas and Propagation Society International Symposium, 2001. IEEE
Conference_Location :
Boston, MA, USA
Print_ISBN :
0-7803-7070-8
Type :
conf
DOI :
10.1109/APS.2001.959545
Filename :
959545
Link To Document :
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