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首页> 外文期刊>IEICE Transactions on fundamentals of electronics, communications & computer sciences >Application of Genetic Programming to System Modeling from Input-Output Data
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Application of Genetic Programming to System Modeling from Input-Output Data

机译:Application of Genetic Programming to System Modeling from Input-Output Data

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摘要

A new approach for generating a system model from its input-outputdata is presented. The model is approx- imated as a linearcombination of simple basis functions. The number of basis functionsis kept as small as possible to pre- vent over-fitting and to makethe model efficiently computable. Based on these conditions, geneticprogramming is employed for the generation and selection o theappropriate basis. Since the obtained model can be expressed insimple mathematical expres- sions, it is suitable for using the modeas a macro or behav- ior model in system level simulation.Experimental results are shown.

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