有向无环图建模的自动导引车任务调度优化
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胡毅,崔梦笙,张曦阳,赵彦庆
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Task scheduling optimization for automated guided vehicle based on directed acyclic graph modeling
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Yi HU,Mengsheng CUI,Xiyang ZHANG,Yanqing ZHAO
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表 1 基准任务选择策略下IGA与其他7种算法的求解结果 |
Tab.1 Solution result of IGA and seven other algorithms under benchmark task selection strategy |
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测试问题 | 算法 | $ {T}_{\rm{b}} $/min | $ {{S}}_{\rm{otm}} $/m | $ {F} $ | 1 | IGA | 1.45 | 797.545 | 0.044 3 | IPSO | 1.96 | 803.652 | 0.037 0 | IACO | 4.37 | 800.063 | 0.041 3 | IWOA | 1.48 | 800.685 | 0.040 6 | ISA | 9.84 | 797.545 | 0.044 3 | ITS | 1.87 | 797.545 | 0.044 3 | 贪婪算法 | 0.02 | 803.165 | 0.037 6 | 随机算法 | 14.18 | 799.091 | 0.042 5 | 2 | IGA | 1.13 | 678.832 | 0.061 7 | IPSO | 1.36 | 686.860 | 0.050 6 | IACO | 3.27 | 686.742 | 0.050 8 | IWOA | 1.23 | 682.409 | 0.056 7 | ISA | 6.99 | 678.832 | 0.061 7 | ITS | 1.98 | 678.832 | 0.061 7 | 贪婪算法 | 0.02 | 705.199 | 0.025 2 | 随机算法 | 11.26 | 683.029 | 0.055 9 | 3 | IGA | 0.76 | 523.914 | 0.060 5 | IPSO | 1.02 | 525.329 | 0.057 9 | IACO | 2.01 | 528.875 | 0.051 6 | IWOA | 0.76 | 523.914 | 0.060 5 | ISA | 4.46 | 523.914 | 0.060 5 | ITS | 1.96 | 523.914 | 0.060 5 | 贪婪算法 | 0.02 | 552.081 | 0.010 0 | 随机算法 | 4.94 | 523.914 | 0.060 5 | 4 | IGA | 0.57 | 422.930 | 0.051 0 | IPSO | 0.69 | 422.930 | 0.051 0 | IACO | 1.09 | 423.563 | 0.049 6 | IWOA | 0.62 | 422.930 | 0.051 0 | ISA | 2.91 | 422.930 | 0.051 0 | ITS | 1.73 | 422.930 | 0.051 0 | 贪婪算法 | 0.02 | 429.891 | 0.035 4 | 随机算法 | 3.91 | 422.930 | 0.051 0 |
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