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面向服務(wù)的網(wǎng)絡(luò)化協(xié)同制造資源多目標重組優(yōu)化調(diào)度
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國家自然科學基金資助項目(61104171)


Multi-objective Reconfiguration and Optimal Scheduling of Service-oriented Networked Collaborative Manufacturing Resource
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    摘要:

    針對網(wǎng)絡(luò)化協(xié)同制造資源重組優(yōu)化調(diào)度所存在的問題,綜合考慮影響網(wǎng)絡(luò)化協(xié)同制造資源重組優(yōu)化調(diào)度的4個主要因素:最小化生產(chǎn)作業(yè)時間、最小化生產(chǎn)作業(yè)成本、最優(yōu)化生產(chǎn)加工質(zhì)量、最優(yōu)化資源服務(wù)質(zhì)量,建立了網(wǎng)絡(luò)化協(xié)同制造資源多目標優(yōu)化調(diào)度的數(shù)學模型。提出了一種基于Pareto多目標免疫遺傳算法的網(wǎng)絡(luò)化協(xié)同制造資源重組優(yōu)化調(diào)度方法,該算法綜合運用了小生境技術(shù)、群體排序技術(shù)和精英保留策略,并對遺傳算子進行改進,自適應(yīng)地調(diào)整交叉和變異算子,結(jié)合免疫算法的免疫選擇淘汰了相似個體,保證了種群多樣性,避免了早熟現(xiàn)象的發(fā)生。免疫記憶對近似最優(yōu)解進行動態(tài)鄰域搜索,提高了算法的局部搜索能力。實例仿真表明了該算法的有效性。

    Abstract:

    In order to solve reconfiguration and optimal scheduling problems of networked collaborative manufacturing resource, a multiobjective optimization mathematical model was provided with four practical important objectives were considered simultaneously, including minimizing the total production working hours, total production working cost, optimization total production processing quality and resource service quality. A reconfiguration and optimal scheduling method for networked collaborative manufacturing resource was presented based on Pareto multi-objective immune genetic algorithm. In order to ensure the groups variety, prevent the premature convergence problem, some key technologies such as population ranking technique, niche technique, Pareto solution set filter were applied. The genetic operators were improved and self-adaptive crossover and mutation operators were proposed by the algorithm, and immune selection could eliminate semblable individuals. Immune memory was adopted to dynamic search near each approximate optimal solution, so it accelerated search and improved quality of solution. Finally the result of simulation indicated the validity of algorithm.

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韋韞,李東波,童一飛.面向服務(wù)的網(wǎng)絡(luò)化協(xié)同制造資源多目標重組優(yōu)化調(diào)度[J].農(nóng)業(yè)機械學報,2012,43(3):193-199. Wei Yun, Li Dongbo, Tong Yifei. Multi-objective Reconfiguration and Optimal Scheduling of Service-oriented Networked Collaborative Manufacturing Resource[J]. Transactions of the Chinese Society for Agricultural Machinery,2012,43(3):193-199.

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  • 在線發(fā)布日期: 2012-03-17
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