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Green Vehicle Routing Optimization Based on Carbon Emission and Multiobjective Hybrid Quantum Immune Algorithm

机译:基于碳排放和多目标混合量子免疫算法的绿色车辆路径优化

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摘要

Green Vehicle Routing Optimization Problem (GVROP) is currently a scientific research problem that takes into account the environmental impact and resource efficiency. Therefore, the optimal allocation of resources and the carbon emission in GVROP are becoming more and more important. In order to improve the delivery efficiency and reduce the cost of distribution requirements through intelligent optimization method, a novel multiobjective hybrid quantum immune algorithm based on cloud model (C-HQIA) is put forward. Simultaneously, the computational results have proved that the C-HQIA is an efficient algorithm for the GVROP. We also found that the parameter optimization of the C-HQIA is related to the types of artificial intelligence algorithms. Consequently, the GVROP and the C-HQIA have important theoretical and practical significance.
机译:当前,绿色车辆路线优化问题(GVROP)是一项科学研究问题,考虑了环境影响和资源效率。因此,GVROP中资源的优化配置和碳排放变得越来越重要。为了通过智能优化方法提高配送效率,降低配送成本,提出了一种新的基于云模型的多目标混合量子免疫算法(C-HQIA)。同时,计算结果证明了C-HQIA是GVROP的一种有效算法。我们还发现,C-HQIA的参数优化与人工智能算法的类型有关。因此,GVROP和C-HQIA具有重要的理论和实践意义。

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  • 来源
    《Mathematical Problems in Engineering》 |2018年第4期|8961505.1-8961505.9|共9页
  • 作者单位

    Hunan Univ, Coll Business Adm, 11 Lushan South Rd, Changsha 410082, Hunan, Peoples R China;

    Hunan Univ, Coll Business Adm, 11 Lushan South Rd, Changsha 410082, Hunan, Peoples R China;

    Hunan Univ Sci & Technol, Business Sch, Taoyuan Rd, Xiangtan 411201, Peoples R China;

    Liverpool John Moores Univ, Liverpool Business Sch, Redmonds Bldg,Brownlow Hill, Liverpool L3 5UX, Merseyside, England;

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