Evolutionary signal processing: A preliminary report

被引:0
|
作者
Hirst, T [1 ]
机构
[1] Open Univ, Dept Psychol, Milton Keynes MK7 6AA, Bucks, England
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The notion of Evolutionary Signal Processing in temporal and 'spatial' domains is introduced both theoretically and experimentally. Analytical results from quantitative genetics suggest that in a sinusoidally fluctuating fitness environment, the population mean phenotype tracks the optimum phenotype with a well defined attenuation and phase lag. I show that in the continuous model of(Lande, 1996) [1], evolution acts as a low pass analogue filter and in the discrete, non-overlapping generational model of (Charlesworth, 1993) [2] evolution acts as a band pass nonrecursive digital filter. Results from a genetic algorithm experiment illustrate that these theoretical biology/signal processing models are applicable in the evolutionary computation domain. In addition to the filtering of continuous signals, evolutionary operators that are capable of transforming evaluation and fitness landscapes are likened to spatial image processing filters.
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页码:425 / 431
页数:7
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