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混合遺傳算法對混流裝配線平衡問題的研究

Study on mix-model assembly line balancing with a hybrid genetic algorithm

  • 摘要: 基于面向汽車行業總裝生產線平衡問題的研究,提出了一種包含模擬退火因子的改進的遺傳算法,設計了加速收斂因子模型以確保在有限種群空間中的快速收斂;同時考慮了更多工程現場實際約束來修正傳統的約束模型.新算法模型應用在混流裝配生產線平衡分析中,取得了算法快速收斂和分析結果與實際工程一致的結果.

     

    Abstract: Based on the analysis of balancing in an automotive final assembly line, this paper proposed an enhanced genetic algorithm which includes a simulated annealing factor. A specific accelerated-convergence factor was designed for the algorithm to ensure fast convergence within a limited space. In the algorithm more engineering constraints were taken into consideration. The algorithm was applied to a mix-model production line, and the result shows a fast convergence and good agreement with practical engineering.

     

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