Relationship between Built Environment and Elderly Active Travel of Based on Group Heterogeneity

被引:0
|
作者
Wu, Jing-Xian [1 ]
Qian, Yi-Nan [1 ]
Han, Yin [1 ]
机构
[1] Business School, University of Shanghai for Science and Technology, Shanghai,200093, China
关键词
Random forests - Roads and streets - Subway stations - Travel time;
D O I
10.16097/j.cnki.1009-6744.2022.04.022
中图分类号
学科分类号
摘要
In the context of healthy aging, active travel is an effective way to improve the physical and mental health and quality of life of the elderly. The built environment is an important factor affecting the active travel of the elderly. Using data from 2013 Nanjing Household Travel Survey and built environment data, this study analyzed the heterogeneity of elderly groups based on latent class clustering, and then used a random forest method to scrutinize the importance magnitude of built environment indicators on the active travel time of different elderly groups and the nonlinear relationship between the build environment and elderly active travel. The results show that the five category variables of gender, whether retired, education, household income, and whether has preschool children in the family can be used as the exogenous variables to further classify the elderly groups into two main categories. The overall goodness of fit of the classified random forest model were significantly improved. The major built environment variables that significantly affect the first identified elderly group are the density of the active road network, the number of intersections, and the proximity to subway stations. The factors that significantly affect the active travel time of the second identified elderly group are the proximity to subway stations, the density of the active road network, and the density of residential buildings. The non-linear relationships of the same built environment indicator to the active travel time of the two elderly groups are different. The result of this study provides a theoretical reference for the policy making to facilitate the elderly travel environment and ultimately advance the healthy aging. © 2022 Science Press. All rights reserved.
引用
收藏
页码:194 / 201
相关论文
共 50 条
  • [31] Influences of the built environment on travel: A household-based perspective
    Guan, Xiaodong
    Wang, Donggen
    [J]. TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE, 2019, 130 : 710 - 724
  • [32] Built environment and mode choice relationship for commute travel in the city of Rajkot, India
    Munshi, Talat
    [J]. TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT, 2016, 44 : 239 - 253
  • [33] Investigating the Role of Built Environment and Lifestyle Choices in Active Travel for Weekly Home-Based Nonwork Trips
    Daisy, Naznin Sultana
    Habib, Muhammad Ahsanul
    [J]. TRANSPORTATION RESEARCH RECORD, 2015, (2500) : 125 - 132
  • [34] Potential of converting short car trips to active trips: The role of the built environment in tour-based travel
    Lee, Jeongwoo
    He, Sylvia Y.
    Sohn, Dong Wook
    [J]. JOURNAL OF TRANSPORT & HEALTH, 2017, 7 : 134 - 148
  • [35] Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach
    Liu, Jixiang
    Wang, Bo
    Xiao, Longzhu
    [J]. JOURNAL OF TRANSPORT GEOGRAPHY, 2021, 92
  • [36] Self-Selection in Home Choice Use of Treatment Effects in Evaluating Relationship Between Built Environment and Travel Behavior
    Zhou, Bin
    Kockelman, Kara M.
    [J]. TRANSPORTATION RESEARCH RECORD, 2008, (2077) : 54 - 61
  • [37] Built environment and leisure satisfaction: The role of commute time, social interaction, and active travel
    Mouratidis, Kostas
    [J]. JOURNAL OF TRANSPORT GEOGRAPHY, 2019, 80
  • [38] Built-environment determinants of active travel behavior of older adults in Xiamen, China
    Zhang, Zhe
    Tang, Xianglong
    Shen, Zhongwei
    Yang, Linchuan
    [J]. INTERNATIONAL REVIEW FOR SPATIAL PLANNING AND SUSTAINABLE DEVELOPMENT, 2022, 10 (04): : 130 - 145
  • [39] Parental perception of the built environment and children's active travel to school by deprivation level
    Hands, Angela
    Duncan, Michael
    Williams, Stefanie
    Pearce, Gemma
    Atkinson, Lou
    [J]. JOURNAL OF PHYSICAL ACTIVITY & HEALTH, 2018, 15 (10): : S63 - S63
  • [40] Active Travel by Built Environment and Lifecycle Stage: Case Study of Osaka Metropolitan Area
    Waygood, E. Owen D.
    Sun, Yilin
    Letarte, Laurence
    [J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2015, 12 (12) : 15900 - 15924