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首页> 外文期刊>International journal of uncertainty, fuzziness and knowledge-based systems >USING ANT COLONY OPTIMIZATION TO MINIMIZE THE FUZZY MAKESPAN AND TOTAL WEIGHTED FUZZY COMPLETION TIME IN FLOW SHOP SCHEDULING PROBLEMS
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USING ANT COLONY OPTIMIZATION TO MINIMIZE THE FUZZY MAKESPAN AND TOTAL WEIGHTED FUZZY COMPLETION TIME IN FLOW SHOP SCHEDULING PROBLEMS

机译:在流水车间调度问题中使用蚁群优化来最小化模糊补全和总加权模糊完成时间

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摘要

The flow shop scheduling problems with fuzzy processing times are investigated in this paper. For some special kinds of fuzzy numbers, the analytic formulas of the fuzzy compltion time can be obtained. For the general bell-shaped fuzzy numbers, we present a computational procedure to obtain the approximated membership function of the fuzzy completion time. We define a defuzzification function to rank the fuzzy numbers. Under this ranking concept among fuzzy numbers, we plan to minimize the fuzzy makespan and total weighted fuzzy completion time. Because the ant colony algorithm has been successfully used to solve the scheduling problems with real-valued processing times, we shall also apply the ant colony algorithm to search for the best schedules when the processing times are assumed as fuzzy numbers. Numerical examples are also provided and solved by using the commercial software MATLAB.
机译:研究了具有模糊处理时间的流水车间调度问题。对于某些特殊类型的模糊数,可以获得模糊完成时间的解析公式。对于一般的钟形模糊数,我们提出了一个计算过程来获得模糊完成时间的近似隶属函数。我们定义了一个去模糊功能来对模糊数进行排序。在模糊数之间的这种排序概念下,我们计划最小化模糊生成时间和总加权模糊完成时间。由于蚁群算法已成功用于解决具有实值处理时间的调度问题,因此,当处理时间为模糊数时,我们也将应用蚁群算法搜索最佳调度。还提供了数值示例,并使用商业软件MATLAB进行了求解。

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