DocumentCode :
1315279
Title :
Femtosecond pulse shaping using differential evolutionary algorithm and wavelet operators
Author :
Shaver, A. ; Hadjiloucas, S. ; Walker, G.C. ; Bowen, J.W.
Author_Institution :
Numerica Corp., Loveland, CO, USA
Volume :
48
Issue :
21
fYear :
2012
Firstpage :
1357
Lastpage :
1358
Abstract :
Evolutionary meta-algorithms for pulse shaping of broadband femtosecond duration laser pulses are proposed. The genetic algorithm searching the evolutionary landscape for desired pulse shapes consists of a population of waveforms (genes), each made from two concatenated vectors, specifying phases and magnitudes, respectively, over a range of frequencies. Frequency domain operators such as mutation, two-point crossover average crossover, polynomial phase mutation, creep and three-point smoothing as well as a time-domain crossover are combined to produce fitter offsprings at each iteration step. The algorithm applies roulette wheel selection; elitists and linear fitness scaling to the gene population. A differential evolution (DE) operator that provides a source of directed mutation and new wavelet operators are proposed. Using properly tuned parameters for DE, the meta-algorithm is used to solve a waveform matching problem. Tuning allows either a greedy directed search near the best known solution or a robust search across the entire parameter space.
Keywords :
genetic algorithms; optical pulse shaping; wavelet transforms; broadband femtosecond duration laser pulse shaping; differential evolution operator; differential evolutionary algorithm; femtosecond pulse shaping; genetic algorithm; meta-algorithms; polynomial phase mutation; three-point smoothing; time-domain crossover; two-point crossover average crossover; waveform matching problem; wavelet operators;
fLanguage :
English
Journal_Title :
Electronics Letters
Publisher :
iet
ISSN :
0013-5194
Type :
jour
DOI :
10.1049/el.2012.2292
Filename :
6329305
Link To Document :
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