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基于改进NSGA⁃Ⅱ算法的航班战略冲突解脱研究
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作者 徐满 胡明华 +1 位作者 张颖 江灏 《南京航空航天大学学报》 CAS CSCD 北大核心 2022年第6期1131-1137,共7页
设计了一种改进的非支配排序遗传算法(Non‑dominated sorting genetic algorithmⅡ,NSGA‑Ⅱ)解决战略阶段轨迹规划大规模优化问题。在经典的NSGA‑Ⅱ的框架下,采用一种自适应交叉算子与自适应变异算子加快算法的收敛速度并提高解的质量,... 设计了一种改进的非支配排序遗传算法(Non‑dominated sorting genetic algorithmⅡ,NSGA‑Ⅱ)解决战略阶段轨迹规划大规模优化问题。在经典的NSGA‑Ⅱ的框架下,采用一种自适应交叉算子与自适应变异算子加快算法的收敛速度并提高解的质量,同时给出衡量Pareto解集优劣的评价指标。大规模四维航迹的引入不可避免地增加了问题的复杂性,本文提出了一种有效的战略冲突解脱模型,旨在最小化潜在的冲突数量和冲突解脱成本。采用中国航路网络繁忙时段1472架航班进行实例验证,并所提算法与经典的NSGA‑Ⅱ算法及MOEA/D进行对比。实验结果表明,改进的NSGA‑Ⅱ算法具有更好的优化效果,能够有效地解决航空器之间的冲突并产生较小的航空器航迹调整量。 展开更多
关键词 四维航迹 战略冲突解脱 自适应遗传算子 改进nsga‑ⅱ 多目标优化
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Dual-resource integrated scheduling method of AGV and machine in intelligent manufacturing job shop 被引量:3
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作者 YUAN Ming-hai LI Ya-dong +1 位作者 PEI Feng-que GU Wen-bin 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第8期2423-2435,共13页
In view of the fact that traditional job shop scheduling only considers a single factor, which affects the effect of resource allocation, the dual-resource integrated scheduling problem between AGV and machine in inte... In view of the fact that traditional job shop scheduling only considers a single factor, which affects the effect of resource allocation, the dual-resource integrated scheduling problem between AGV and machine in intelligent manufacturing job shop environment was studied. The dual-resource integrated scheduling model of AGV and machine was established by comprehensively considering constraints of machines, workpieces and AGVs. The bidirectional single path fixed guidance system based on topological map was determined, and the AGV transportation task model was defined. The improved A* path optimization algorithm was used to determine the optimal path, and the path conflict elimination mechanism was described. The improved NSGA-Ⅱ algorithm was used to determine the machining workpiece sequence, and the competition mechanism was introduced to allocate AGV transportation tasks. The proposed model and method were verified by a workshop production example, the results showed that the dual resource integrated scheduling strategy of AGV and machine is effective. 展开更多
关键词 dual resource integrated scheduling improved A* algorithm improved nsga- algorithm competition mechanism
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