交通运输工程与信息学报2024,Vol.22Issue(3) :196-206.DOI:10.19961/j.cnki.1672-4747.2023.10.025

考虑用户偏好的停车场共享泊位分配模型

A model for shared parking space allocation in parking lots considering user preference

蒋军 张义 马志明
交通运输工程与信息学报2024,Vol.22Issue(3) :196-206.DOI:10.19961/j.cnki.1672-4747.2023.10.025

考虑用户偏好的停车场共享泊位分配模型

A model for shared parking space allocation in parking lots considering user preference

蒋军 1张义 1马志明1
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作者信息

  • 1. 重庆交通大学,交通运输学院,重庆400074
  • 折叠

摘要

城镇化、机动化的持续快速发展催生了城市停车问题,为缓解日益严峻的停车窘境,共享停车应运而生并受到广泛关注与研究.为弥补经典共享泊位分配模型对用户停车成本刻画及用户效益评价的缺失,基于共享停车既有研究及调研数据,构建共享停车选择意愿结构方程模型以分析用户偏好,标定结果显示:模型识别出停车费用、步行距离、违停罚款、寻停时间四类停车偏好,且路径系数依次降低.将结构方程模型识别结果及路径系数作为用户停车成本建模的依据,以经营平台收益与用户停车成本的差值表示系统效益,将系统效益最大化作为优化目标,综合泊位时空间约束,提出考虑用户偏好的停车场共享泊位分配模型.设计随机生成分配方案的蒙特卡洛算法,定义平台让利程度以评价用户效益.数值算例表明:设计的蒙特卡洛算法能够有效求解模型,在模拟次数约10 000次后得到系统效益最大值;考虑用户偏好的停车场共享泊位分配模型能够将用户效益提升约7.5%,为共享经营平台权衡自身收益及用户效益提供一定的理论参考.

Abstract

Continuous and rapid urbanization and motorization has led to the problem of urban park-ing problems.To alleviate this increasingly severe parking dilemma,shared parking has emerged and received extensive attention and research.To address the shortcomings of the classic shared parking space allocation model in characterizing user parking costs and evaluating user benefits and prefer-ences,this study constructs a structural equation model(SEM)of shared parking choice willingness based on shared parking theory and survey data.The calibrated results reveal that the model identi-fies four types of parking preferences with decreasing path coefficients:parking fees,walking dis-tance,illegal parking fines,and time spent searching for parking.The identification results and path coefficients of the SEM serve as the basis for user parking cost modeling,with the difference be-tween platform revenue and user parking costs representing the system benefits.We set maximizing system such benefits as the optimization objective,considering both user preferences and spatial-tem-poral constraints of parking spaces.The study proposes a shared parking space allocation model for parking facilities,taking user preferences into account.A monte carlo algorithm is designed to gener-ate random allocation schemes,and the extent of profit sacrifice by the platform is defined to evalu-ate user benefits.Numerical examples demonstrate that the algorithm can effectively solve the model and obtain the maximum system benefit after approximately 10,000 simulations.The parking facility shared parking space allocation model considering user preferences can increase user benefits by ap-proximately 7.5%,thereby providing theoretical references for shared platform operators to balance their own profits and user benefits.

关键词

城市交通/共享停车/结构方程模型/蒙特卡洛算法/泊位分配模型

Key words

urban transportation/shared parking/structural equation model/monte carlo algorithm/parking lots allocation model

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基金项目

国家自然科学基金项目(52072264)

出版年

2024
交通运输工程与信息学报
西南交通大学

交通运输工程与信息学报

CSTPCD
影响因子:0.446
ISSN:1672-4747
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