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基于经济约束蝙蝠算法的冷链物流路径优化研究

景锋 卞太洋 张颖娇 张宏俊

通信与信息技术Issue(5):1-6,6.
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通信与信息技术Issue(5):1-6,6.

基于经济约束蝙蝠算法的冷链物流路径优化研究

Research on cold chain logistics path optimization based on economic constraint bat algorithm

景锋 1卞太洋 2张颖娇 2张宏俊3

作者信息

  • 1. 中通服供应链股份有限公司,北京 100000
  • 2. 南京邮电大学国家邮政局邮政行业技术研究中心(物联网技术),江苏 南京 210023
  • 3. 中通服供应链股份有限公司,北京 100000||中国通信服务股份有限公司,北京 100017
  • 折叠

摘要

Abstract

In the route optimization problem of cold chain logistics,the primary challenges lie in the dual requirements of multi-ob-jective conflicts and complex physical constraints.Traditional models,due to their inadequate consideration of the dynamic correlation be-tween temperature and cargo loss as well as the nonlinear characteristics of energy consumption,exhibit significant deviations in econom-ic evaluation.This study proposes a multi-objective optimization model integrated with thermodynamic mechanisms and an enhanced bat algorithm.It establishes a temperature-and time-sensitive dynamic cargo loss model to precisely quantify the synergistic effects between temperature control deviations and transportation delays,develops a nonlinear refrigeration energy consumption function to reveal the in-fluence law of temperature differences on energy consumption,and integrates transportation costs,cargo loss costs,energy consumption,and time window penalties to set comprehensive optimization objectives.Experimental results demonstrate that the improved algorithm achieves a 20%~50%performance improvement compared with mainstream algorithms in the 50-node scenario.The research outcomes provide an end-to-end solution for cold chain logistics spanning from theoretical modeling to intelligent decision-making,and these re-sults hold substantial engineering application value for cost reduction,efficiency improvement,and service quality upgrading in the indus-try.

关键词

蝙蝠算法/经济约束/冷链物流/路径优化/智慧物流

Key words

Bat algorithm/Economic constraints/Cold chain logistics/Route optimization/Smart logistics

分类

信息技术与安全科学

引用本文复制引用

景锋,卞太洋,张颖娇,张宏俊..基于经济约束蝙蝠算法的冷链物流路径优化研究[J].通信与信息技术,2026,(5):1-6,6.

基金项目

国家自然科学基金项目(项目编号:62272239)江苏省农业科技自主创新资金项目(项目编号:CX(22)1007)江苏省研究生创新训练项目(项目编号:SJCX24_0346) (项目编号:62272239)

通信与信息技术

1672-0164

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