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ONMCGP: Orthogonal Neighbourhood Mutation Cartesian Genetic Programming for Evolvable Hardware

机译:ONMCGP:正交邻域变异笛卡尔遗传编程,用于不扩大的硬件

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Evolvable Hardware is facing the problems of scalability and stalling effect. This paper proposed a novel Orthogonal Neighbourhood Mutation(ONM) operator in Cartesian genetic programming (CGP), to reduce the stalling effect in CGP and improve the efficiency of the algorithms.The method incorporates with Differential Evolution strategy. Demonstrated by experiments on benchmark, the proposed Orthogonal Neighbourhood Search can jump out of Local optima, reduce the stalling effect in CGP and the algorithm convergence faster.
机译:不断变化的硬件正面临着可扩展性和停滞效果的问题。本文提出了一种新的正交邻域突变(ONM)突变(ONM)操作员在笛卡尔遗传编程(CGP)中,以降低CGP中的停滞效果,提高算法的效率。该方法包含差分演化策略。通过对基准测试的实验证明,所提出的正交邻域搜索可以跳出本地OptimA,减少CGP中的停滞效果,算法汇聚速度更快。

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