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首页> 外文期刊>Advances in Mechanical Engineering >A three-layer parallel computing system for shipbuilding project scheduling optimization:
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A three-layer parallel computing system for shipbuilding project scheduling optimization:

机译:用于造船项目调度优化的三层并行计算系统:

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摘要

To solve the large-scale scheduling problem more efficiently within the requirements of the contract in shipyard, a three-layer parallel computing system was proposed. An optimized model for shipbuilding project scheduling problem was constructed under the condition of taking time and resource constraints into account. Moreover, the key techniques of proposed system were elaborated and the main steps were designed. In the first computing layer, the problem was decomposed into small parts in heterogeneous systems, reducing the problem scale; then, in the second layer, a co-evolution strategy for multi-populations was put forward to improve the algorithm robustness; in the third layer, a massive parallel computing method was performed under the Graphic Processing Unit structure. Finally, through two simulation examples, the robustness and outperforming others of the improved algorithm were verified.
机译:为了在船厂合同要求内更有效地解决大规模调度问题,提出了一种三层并行计算系统。在考虑时间和资源约束的条件下,构建了造船项目调度问题的优化模型。此外,阐述了所提出系统的关键技术,并设计了主要步骤。在第一计算层中,问题被分解为异构系统中的小部分,从而减小了问题的规模;然后,在第二层中,提出了一种针对多种种群的协同进化策略,以提高算法的鲁棒性。在第三层中,在图形处理单元结构下执行了大规模并行计算方法。最后,通过两个仿真实例,验证了改进算法的鲁棒性和优于其他算法的性能。

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