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计及可持续发展的实时车辆共乘问题建模及求解

刘嘉瑶 郭羽含

软件导刊2024,Vol.23Issue(7):1-12,12.
软件导刊2024,Vol.23Issue(7):1-12,12.DOI:10.11907/rjdk.231530

计及可持续发展的实时车辆共乘问题建模及求解

Modelization and Resolution of Real-time Ride-sharing Problem with Sustainable Development

刘嘉瑶 1郭羽含2

作者信息

  • 1. 辽宁工程技术大学 软件学院,辽宁 葫芦岛 125105
  • 2. 浙江科技学院 理学院/大数据学院,浙江 杭州 310023
  • 折叠

摘要

Abstract

Vehicle sharing can allocate idle transportation resources,improve economic efficiency,create environmental advantages and so-cial welfare.A sustainable development operation model is constructed to address the issue of real-time carpooling,introducing a dual mode of dedicated and ride hailing,and considering the triple bottom line of sustainability,which includes important indicators such as economic ben-efits,environmental pollution,and social responsibility.A multi-mode real-time vehicle carpooling matching method based on sustainable de-velopment is proposed.Based on the comprehensive consideration of the triple bottom line principle,a routing dictionary mechanism is adopt-ed to generate the optimal route between private car owners and passengers,select the optimal carpooling combination,and use the non domi-nated sorting genetic algorithm NSGA-III to obtain the optimal solution for the proposed multi-objective model.The experimental results show that when only maximizing economic goals,the average deterioration of environmental indicators is about 32.7%,and the average decrease of social indicators is about 9.8%;However,sacrificing only a small amount of economic indicators can achieve a significant improvement in en-vironmental and social indicators.Therefore,environmental and social indicators should be included in the target decision values.Ignoring them and only optimizing profits will lead to an increase in carbon footprint and a deterioration in social responsibility.Exploring the correla-tion between economic benefits,environmental pollution,and social responsibility,as well as the changing trends under different influencing factors,can provide useful references for decision-makers of vehicle sharing platforms.

关键词

城市交通/共乘匹配/可持续发展/遗传算法/帕累托前沿

Key words

urban transportation/ride-sharing matching/sustainable development/genetic algorithm/Pareto frontier

分类

信息技术与安全科学

引用本文复制引用

刘嘉瑶,郭羽含..计及可持续发展的实时车辆共乘问题建模及求解[J].软件导刊,2024,23(7):1-12,12.

基金项目

国家自然科学基金项目(61404069) (61404069)

辽宁省自然科学基金项目(2019-ZD-0048) (2019-ZD-0048)

辽宁省教育厅基础研究项目(LJ2019JL012) (LJ2019JL012)

软件导刊

1672-7800

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