重庆交通大学学报(自然科学版) ›› 2024, Vol. 43 ›› Issue (9): 92-101.DOI: 10.3969/j.issn.1674-0696.2024.09.12
• 交通+大数据人工智能 • 上一篇
李洁1,胡演诚1,秦晨洋2
收稿日期:
2024-03-11
修回日期:
2024-06-11
发布日期:
2024-09-25
作者简介:
李洁(1972—),女,湖南株洲人,副教授,博士,主要从事城市交通规划方面的研究。E-mail:lijie_civil@hnu.edu.cn
基金资助:
LI Jie1, HU Yancheng1, QIN Chenyang2
Received:
2024-03-11
Revised:
2024-06-11
Published:
2024-09-25
摘要: 为了解决城市停车难问题,基于Stackelberg博弈论提出了停车场运营者与交通管理者共同决策的城市停车场管理策略。针对停车者、停车场运营者和交通管理者的交互关系,从博弈论角度分析了这三方参与者之间的影响,并建立了这三方参与者的相应效用函数;以交通管理者与停车场运营者利益主体矛盾最小化为目标,基于Stackelberg博弈建立了这三方的博弈模型,确定了实时停车场进出管理原则;基于数值仿真将差分进化算法与Kriging代理模型进行联立对博弈模型进行求解,得到相应停车预约管理方案及三方效用;通过数值仿真将基于Stackelberg博弈得到的方案与停车场运营者利益最大化方案进行对比分析。研究结果表明:在主线流量大、中、小三种情景下,基于Stackelberg博弈方案是各方利益矛盾最小的方案。
中图分类号:
李洁1,胡演诚1,秦晨洋2. 基于Stackelberg博弈的停车场管理策略[J]. 重庆交通大学学报(自然科学版), 2024, 43(9): 92-101.
LI Jie1, HU Yancheng1, QIN Chenyang2. Parking Lot Management Strategy Based on Stackelberg Game[J]. Journal of Chongqing Jiaotong University(Natural Science), 2024, 43(9): 92-101.
[1] ISON S, MULLEY C. Parking: Issues and Policies[M]. Leeds, England: Emerald Group Publishing, 2014.
[2] 刘鼎, 张鹍鹏, 谢秉磊, 等. 基于射频识别技术的城市停车解决方案研究——以深圳市为例[J]. 建筑经济, 2020, 41(增刊1): 365-369. LIU Ding, ZHANG Kunpeng, XIE Binglei, et al. Research on urban parking solution based on radio frequency identification technology—Taking Shenzhen as an example[J]. Construction Economy, 2020, 41(Sup1): 365-369. [3] 韩艳, 段晓宁. 基于双向拍卖机制的共享泊位分配与定价研究[J]. 重庆交通大学学报(自然科学版), 2022, 41(7): 14-19. HAN Yan, DUAN Xiaoning.Shared parking spot allocation and pricing based on two-way auction mechanism[J]. Journal of Chongqing Jiaotong University(Natural Science), 2022, 41(7): 14-19. [4] XIANG Zhijun, PAN Jianjun. Design of intelligent parking management system based on ARM and wireless sensor network[J]. Mobile Information Systems, 2022, 2022(1): 2965638. [5] MUKHOPADHYAY B, SAMANTA T. A smart parking-lot occupancy model in 5G V2V and V2I wireless communication[C]∥2021 IEEE 32nd Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC). Helsinki, Finland, 2021: 13-16. [6] 张明慧, 史小辉. 城市级智慧停车综合管理系统的研究与应用[J]. 计算机应用与软件, 2021, 38(6): 345-349. ZHANG Minghui, SHI Xiaohui. Research and application of city-level smart parking management system[J]. Computer Applications and Software, 2021, 38(6): 345-349. [7] MOUHCINE E, YASSINE K, MANSOURI K, et al. Smart parking guidance system based on distributed IoT strategy[C]∥KACPRZYK J, BALAS V E, EZZIYYANI M. International Conference on Advanced Intelligent Systems for Sustainable Development. Cham: Springer, 2022: 74-86. [8] BIYIK C, ALLAM Z, PIERI G, et al. Smart parking systems: Revie-wing the literature, architecture and ways forward[J]. Smart Cities, 2021, 4(2): 623-642. [9] 车亮, 陈仕杜, 易兴宇. 考虑车主意愿和成本的车网能量互动博弈模型[J]. 湖南大学学报(自然科学版), 2023, 50(4): 136-146. CHE Liang, CHEN Shidu, YI Xingyu. Game-based vehicle-to-grid en-ergy interaction model considering car owners willingness and costs[J]. Journal of Hunan University (Natural Sciences), 2023, 50(4): 136-146. [10] SAHARAN S, KUMAR N, BAWA S. DyPARK: A dynamic pricing and allocation scheme for smart on-street parking system[J]. IEEE Transactions on Intelligent Transportation Systems, 2023, 24(4): 4217-4234. [11] 朱成娟, 贾斌, 韩凌辉. 基于Stackelberg博弈的停车位分配与定价[J]. 交通运输系统工程与信息, 2015, 15(3): 19-24. ZHU Chengjuan, JIA Bin, HAN Linghui. Parking space allocation and pricing based on stackelberg game[J]. Journal of Transportation Systems Engineering and Information Technology, 2015, 15(3): 19-24. [12] PADMA PRIYA R, BAKSHI S. Optimization of parking lot area in smart cities using game theory[C]∥DAS K, BANSAL J, DEEP K, et al. Soft Computing for Problem Solving. Singapore: Springer, 2020: 21-33. [13] ZONG Fang, HE Yanan, YUAN Yixin. Dependence of parking pricing on land use and time of day[J]. Sustainability, 2015, 7(7): 9587-9607. [14] 宗芳, 张屹山, 王占中, 等. 城市中心商业区停车收费分析[J]. 吉林大学学报(工学版), 2013, 43(5): 1235-1240. ZONG Fang, ZHANG Yishan, WANG Zhanzhong, et al. Parking pricing analysis in urban central business district[J]. Journal of Jilin University (Engineering and Technology Edition), 2013, 43(5): 1235-1240. [15] 段满珍, 陈光, 曹会云, 等. 停车场均衡利用博弈模型[J]. 西南交通大学学报, 2017, 52(4): 810-816. DUAN Manzhen, CHEN Guang, CAO Huiyun, et al. Game model for balanced use of parking lots[J]. Journal of Southwest Jiaotong University, 2017, 52(4): 810-816. [16] 李聪颖, 任博冉, 周勋朝, 等. 基于Stackelberg博弈的公共停车场停车收费定价模型构建[J]. 交通运输工程与信息学报, 2023, 21(4): 1-13. LI Congying, REN Boran, ZHOU Xunzhao, et al. Construction of pri-cing model for public parking based on Stackelberg game[J]. Journal of Transportation Engineering and Information, 2023, 21(4): 1-13. [17] LIN Xuxun, YUAN Pengcheng. A dynamic parking charge optimal control model under perspective of commuters evolutionary game behavior[J]. Physica A: Statistical Mechanics and Its Applications, 2018, 490: 1096-1110. [18] 陈丰, 丁文龙, 李军强, 等. 货运停车各方参与主体决策行为演化博弈分析[J]. 东南大学学报(自然科学版), 2022, 52(2): 377-386. CHEN Feng, DING Wenlong, LI Junqiang, et al. Evolutionary game analysis on decision-making behaviors of participants in freight parking[J]. Journal of Southeast University (Natural Science Edition), 2022, 52(2): 377-386. [19] 牟振华, 汪寒冰, 林本江, 等. 基于演化博弈的违章停车动态罚金策略效用仿真评价[J]. 交通运输系统工程与信息, 2022, 22(1): 152-162. MOU Zhenhua, WANG Hanbing, LIN Benjiang, et al. Utility simu-lation evaluation of dynamic fines strategy for illegal parking based on evolutionary game[J]. Journal of Transportation Systems Engineering and Information Technology, 2022, 22(1): 152-162. [20] 贾富强, 李引珍, 杨信丰, 等. 基于演化博弈的政府鼓励条件下共享停车行为分析[J]. 交通运输系统工程与信息, 2022, 22(1): 163-170. JIA Fuqiang, LI Yinzhen, YANG Xinfeng, et al. Shared parking behavior analysis under government encouragement based on evolu-tionary game method[J]. Journal of Transportation Systems Engineering and Information Technology, 2022, 22(1): 163-170. [21] KOKOLAKI E, STAVRAKAKIS I. Equilibrium analysis in the parking search game with heuristic strategies[C]∥2014 IEEE 79th Vehicular Technology Conference (VTC Spring). Seoul, Korea(South). IEEE, 2014: 1-5. [22] MAMANDI A, YOUSEFI S, EBRAHIMI ATANI R. Game theory-based and heuristic algorithms for parking-lot search[C]∥2015 International Symposium on Computer Science and Software Engineering (CSSE). Tabriz, Iran. IEEE, 2015: 1-8. [23] WANG Shijin, HU Ting. A game-theory based parking pricing policy[C]∥2020 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM). Singapore, Singapore. IEEE, 2020: 230-234. [24] SAID A M, KAMAL A E, AFIFI H. An intelligent parking sharing system for green and smart cities based IoT[J]. Computer Communications, 2021, 172: 10-18. [25] GUO Liya, HUANG Shan, ZHUANG Jun, et al. Modeling parking behavior under uncertainty: A static game theoretic versus a sequ-ential neo-additive capacity modeling approach[J]. Networks and Spatial Economics, 2013, 13(3): 327-350. [26] HAZRA T, ANJARIA K. Applications of game theory in deep learning: A survey[J]. Multimedia Tools and Applications, 2022, 81(6): 8963-8994. [27] 中华人民共和国住房和城乡建设部. 城市道路工程设计规范: CJJ 37—2012[S]. 北京: 中国建筑工业出版社, 2012: 8-10. Ministry of Housing and Urban-Rural Development of the Peoples Republic of China. Code for Design of Urban Road Engineering: CJJ 37—2012[S]. Beijing: China Architecture & Building Press, 2012: 8-10. [28] QUEIPO N V, HAFTKA R T, SHYY W, et al. Surrogate-based analysis and optimization[J]. Progress in Aerospace Sciences, 2005, 41(1): 1-28. [29] STORN R, PRICE K. Differential evolution—A simple and efficient heuristic for global optimization over continuous spaces[J]. Journal of Global Optimization, 1997, 11(4): 341-359. [30] 宋强. 基于改进差分变邻域算法的多行程车辆路径问题的研究[J]. 重庆交通大学学报(自然科学版), 2020, 39(2): 35-42. SONG Qiang. Multi-trip vehicle routing problem based on the improved difference variable neighborhood search algorithm[J]. Journal of Chongqing Jiaotong University(Natural Science), 2020, 39(2): 35-42. [31] 秦晨洋. 基于代理模型的微观交通仿真模型标定对比研究[D]. 长沙: 湖南大学, 2020. QIN Chenyang. Comparative Study of Microscopic Traffic Simulation Models Calibration Based on Surrogate Models[D].Changsha: Hunan University, 2020. [32] Transportation Research Board. Highway Capacity Manual 2010[S]. Washington DC: Transportation Research Board, 2010. |
[1] | 张旭1,杨晓光2,庞聿皓3,李英帅3. 交通语言综述化研究[J]. 重庆交通大学学报(自然科学版), 2024, 43(1): 39-45. |
[2] | 邵长桥,陈艳清. 高速公路收费站ETC/MTC混合收费车道通行能力计算模型研究[J]. 重庆交通大学学报(自然科学版), 2024, 43(1): 52-58. |
[3] | 王登忠1,2,马东方3,方博3,王如杰3,袁超1. 基于移动性导向的公交网络可达性研究[J]. 重庆交通大学学报(自然科学版), 2024, 43(1): 59-66. |
[4] | 赵欣,李瑞,酆磊. 基于公交优先的干线协调信号控制改进模型[J]. 重庆交通大学学报(自然科学版), 2024, 43(1): 67-74. |
[5] | 周和平,李文杰. 考虑鲁棒成本与绝对后悔的最短路径问题研究[J]. 重庆交通大学学报(自然科学版), 2024, 43(1): 91-98. |
[6] | 赵红专, 李林, 周旦, 陈建鹏, 展新. 车联网环境下的可变单向交通控制算法研究[J]. 重庆交通大学学报(自然科学版), 2023, 42(6): 111-118. |
[7] | 韩宝睿, 濮海建, 朱震军. 基于改进Lotka-Volterra模型的城市轨道交通与常规公交竞合关系演变研究[J]. 重庆交通大学学报(自然科学版), 2023, 42(2): 106-112. |
[8] | 何烈云, 周妍, 黄少泽, 刘强. 叠加放行信号控制方式适用条件及效益评价[J]. 重庆交通大学学报(自然科学版), 2023, 42(1): 113-119. |
[9] | 李振龙, 董爱华, 杨磊. 基于群决策和熵权法的换道轨迹评价研究[J]. 重庆交通大学学报(自然科学版), 2023, 42(1): 120-127. |
[10] | 赵树恩, 刘伟. 基于改进VGG模型的低照度道路交通标志识别[J]. 重庆交通大学学报(自然科学版), 2021, 40(10): 178-184. |
[11] | 李英帅1,闫琦若1,赵聪2. 基于公交车右转内轮差效应的范围研究[J]. 重庆交通大学学报(自然科学版), 2021, 40(09): 43-48. |
[12] | 阎莹1,刘革1,田敏1,刘佳乐1,穆岩2. 基于Trucksim的弯坡组合路段临界车速确定方法[J]. 重庆交通大学学报(自然科学版), 2021, 40(09): 49-54. |
[13] | 胡明伟1,2,3,施小龙1,翟素云4,刘鹏1. 自动驾驶混合交通流的交通和环境效益评估[J]. 重庆交通大学学报(自然科学版), 2021, 40(08): 7-14. |
[14] | 李佳1,王雪松2. 密集路网中城市主干路中观安全分析模型[J]. 重庆交通大学学报(自然科学版), 2021, 40(08): 34-41. |
[15] | 焦柳丹1,朱影含1,吴雅2,宋向南3. 基于演化博弈理论的城市轨道交通高峰票价定价研究[J]. 重庆交通大学学报(自然科学版), 2021, 40(08): 42-49. |
阅读次数 | ||||||
全文 |
|
|||||
摘要 |
|
|||||