Journal of Guangdong University of Technology ›› 2019, Vol. 36 ›› Issue (02): 47-53.doi: 10.12052/gdutxb.180142

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Modeling and Analysis of Residents' Travel Cost Based on IC Card Data

Xie Zhen-dong1, He Jian-bing1, He Shi-ye2, Wu Jin-cheng1, Xu Feng1, Zhang Jing-kui1, Leng Meng-tian1   

  1. 1. Guangdong Lingnan Pass Co. Ltd., Guangzhou 510000, China;
    2. School of Automation, Guangdong University of Technology, Guangzhou 510006, China
  • Received:2018-10-17 Online:2019-03-15 Published:2019-01-21

Abstract: Developing public transportation is an important means to solve urban traffic congestion. While developing public transport, the cost of residents' travel should also be taken into account. In order to analyze the travel expenditure cost and time cost of urban residents, it is proposed to take Guangzhou traffic IC card data as a research object, using the kernel density estimation algorithm to model the traffic IC card data for analyzing residents' travel cost law. Then the model generalization ability is tested to prove that the kernel density estimation model can objectively and accurately reflect the resident travel law. Finally, the travel happiness index is analyzed, which can provide reference for the formulation of government subsidy policy.

Key words: IC card data, kernel density estimation, travel cost, travel happiness index

CLC Number: 

  • U491.1
[1] 耿学贵. 基于IC卡的公交客流时间规律研究[D]. 昆明:昆明理工大学交通学院, 2012.
[2] 谢辉. 基于居民出行选择的城市轨道交通与常规公交联乘票价研究[D]. 北京:北京交通大学经济管理学院, 2018.
[3] 朱菁, 范颖玲. 国外出行幸福感研究进展及其对我国未来研究的启示[J]. 国际城市规划, 2018, 33(4):74-83 ZHU J, FAN Y L. Review of overseas studies on subjective well-being during travel and implications for future research in China[J]. Urban Planning International, 2018, 33(4):74-83
[4] 周丹青. 基于Logit回归模型的通勤者出行行为与个人主观幸福度的研究[D]. 重庆:重庆交通大学管理学院, 2017.
[5] 孙瑞芬, 吴群琪, 彭志敏, 等. 旅客出行成本测度研究[J]. 价格理论与实践, 2018(3):79-82 SUN R F, WU Q Q, P Z M, et al. The research on the measurement of travel cost[J]. Price:Theory and Practice, 2018(3):79-82
[6] 谢振东, 刘雪琴, 吴金成, 等. 公交IC卡数据客流预测模型研究[J]. 广东工业大学学报, 2018, 35(1):16-22 XIE Z D, LIU X Q, WU J C, et al. A study of passenger flow prediction based on IC card data[J]. Journal of Guangdong University of Technology, 2018, 35(1):16-22
[7] 吴金成, 谢振东, 伍冠桦, 等. 基于交通一卡通数据的交通状态分析及动态控制研究[J]. 广东工业大学学报, 2017, 34(3):77-82 WU J C, XIE Z D, WU G H, et al. Study of traffic status and dynamic control based on IC card data[J]. Journal of Guangdong University of Technology, 2017, 34(3):77-82
[8] 熊祖光. 基于核密度估计的空间聚类算法研究以及改进[D]. 长春:吉林大学交通学院, 2008.
[9] 谢振东, 吴金成, 李之明, 等. 企业大数据能力的构建与培育研究[J]. 广东工业大学学报, 2017, 34(3):110-114 XIE Z D, WU J C, LI Z M, et al. A study of construction and cultivation of big data capacity of enterprise[J]. Journal of Guangdong University of Technology, 2017, 34(3):110-114
[10] 武明超. 基于移动通信网络数据的交通小区划分与OD分析方法研究[D]. 北京:北京交通大学交通运输学院, 2015.
[11] 张庆年, 高健智. 城市公共交通需求预测模型研究[J]. 武汉理工大学学报, 2001, 23(8):50-52 ZHANG Q N, GAO J Z. Research on urban public transport demand forecasting model[J]. Journal of Wuhan University of Technology, 2001, 23(8):50-52
[12] 李海波, 陈学武, 陈峥嵘. 基于公交IC卡和AVL数据的客流OD推导方法[J]. 交通信息与安全, 2015, 33(6):33-39 LI H B, CHEN X W, CHEN Z R. A method for estimating origin-destination matrix of public transit based on smart card and AVL data[J]. Transportation Information and Safety, 2015, 33(6):33-39
[13] LI X, LIU Y, GAO Z G, et al. Linkage between passenger demand and surrounding land-use patterns at urban rail transit stations:a canonical correlation analysis method and case study in Chongqing[J]. International Journal of Transportation Science and Technology, 2016, 5(1):10-16
[14] 张娟娟. 西北五省居民收入差距演变趋势——基于核密度估计的分析[J]. 金融理论与教学, 2018(3):58-61
[15] 谢振东, 方秋水, 徐锋, 等. 城市交通一卡通技术与应用[M]. 北京:人民交通出版社, 2014:17-20.
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[2] Xie Zhen-dong, Liu Xue-qin, Wu Jin-cheng, Leng Meng-tian. A Study of Passenger Flow Prediction Based on IC Card Data [J]. Journal of Guangdong University of Technology, 2018, 35(01): 16-22.
[3] Wu Jin-cheng, Xie Zhen-dong, Wu Guan-hua, Fang Qiu-shui, Yu Hong-ling. A Study of Traffic Status and Dynamic Control Based on IC Card Data [J]. Journal of Guangdong University of Technology, 2017, 34(03): 77-82.
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