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模塊化產(chǎn)品優(yōu)化配置問題的混合PSO求解方法
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    摘要:

    針對產(chǎn)品優(yōu)化配置問題,建立了客戶需求與可配置產(chǎn)品模塊實例之間的映射關系,采用動態(tài)懲罰函數(shù)處理約束條件,構(gòu)建了產(chǎn)品優(yōu)化配置問題的數(shù)學模型。采用遺傳算法的交叉與變異策略和模擬退火算法的Metropolis準則改進粒子群算法,將形成的混合粒子群算法作為產(chǎn)品優(yōu)化配置的求解方法。使用二進制編碼方案表示可配置產(chǎn)品的配置方案。通過使用混合粒子群算法進行產(chǎn)品優(yōu)化配置仿真試驗,以及混合粒子群算法與遺傳算法的仿真對比試驗,證明該方法簡單有效,效率較高。

    Abstract:

    The relationship between customer demand and the modular instances of configurable product was established to solve the product configuration optimization problem. Constrained terms were processed by the dynamic penalty function and the mathematical model was built. The basic PSO algorithm was improved by using crossover and mutation strategy of genetic algorithm and Metropolis rule of simulated annealing algorithm. The hybrid PSO algorithm was used to solve modular product configuration optimization, and the binary encoding scheme was adopted to express the configurable product cases. Finally, a simulation comparison of product configuration optimization was carried out by the hybrid PSO and genetic algorithm respectively. The results show that the hybrid PSO algorithm is simple and effective.

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劉瓊,趙韓,鄭彩霞,張明偉.模塊化產(chǎn)品優(yōu)化配置問題的混合PSO求解方法[J].農(nóng)業(yè)機械學報,2008,39(11):117-121.[J]. Transactions of the Chinese Society for Agricultural Machinery,2008,39(11):117-121.

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