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应急物流车辆调度多目标鲁棒优化研究

邓烨 朱万红 王凤山 刘华丽

计算机工程与应用2019,Vol.55Issue(1):248-255,8.
计算机工程与应用2019,Vol.55Issue(1):248-255,8.DOI:10.3778/j.issn.1002-8331.1709-0360

应急物流车辆调度多目标鲁棒优化研究

Research on Multi-Objective Robust Vehicle Routing Problem in Emergency Logistics

邓烨 1朱万红 1王凤山 1刘华丽1

作者信息

  • 1. 陆军工程大学 野战工程学院,南京 210001
  • 折叠

摘要

Abstract

This paper aims at the vehicle scheduling requirements of economy, timeliness, reliability and robustness in emergency logistics. A multi-objective robust vehicle routing problem with time windows, uncertain de-mand, uncertain driving time and routing failure risk is considered. A new cost function, a satisfaction function, a risk function and a robustness function are proposed to be four optimization objectives of the model, and the uncertain model is transformed into a deterministic robust counterpart model based on the robust optimization theory. In this paper, the multi-objective model is solved based on the SPEA2 algorithm framework, but a variety of improvement strategies are proposed for the algorithm defects. The effectiveness of the improvement strategies is proved by comparison experiments.

关键词

应急物流/车辆路径优化问题/多目标鲁棒优化/改进SPEA2算法

Key words

emergency logistics/Vehicle Routing Problem(VRP)/multi-objective robust optimization/Improved Strength Pareto Evolutionary Algorithm 2(ISPEA2)

分类

交通工程

引用本文复制引用

邓烨,朱万红,王凤山,刘华丽..应急物流车辆调度多目标鲁棒优化研究[J].计算机工程与应用,2019,55(1):248-255,8.

基金项目

国家自然科学基金(No.51308541). (No.51308541)

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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