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

被引:0
|
作者
Wu J.-X. [1 ]
Qian Y.-N. [1 ]
Han Y. [1 ]
机构
[1] Business School, University of Shanghai for Science and Technology, Shanghai
基金
中国国家自然科学基金;
关键词
active travel; built environment; heterogeneity of the elderly population; nonlinear effects; random forest; urban traffic;
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
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页码:194 / 201
页数:7
相关论文
共 17 条
  • [1] The seventh national census bulletin (No. 5)
  • [2] PAEZ A, SCOTT D, POTOGLOU D, Et al., Elderly mobility: Demographic and spatial analysis of trip making in the Hamilton CMA, Canada, Urban Studies, 44, 1, pp. 123-146, (2007)
  • [3] CHENG L, CHEN X, YANG S, Et al., Active travel for active ageing in China: The role of built environment, Journal of Transport Geography, 76, pp. 142-152, (2019)
  • [4] FLINT E, CUMMINS S., Active commuting and obesity in mid-life: Cross-sectional, observational evidence from UK Biobank, Lancet Diabetes & Endocrinology, 4, 5, pp. 420-435, (2016)
  • [5] ROE J, MONDSCHEIN A, NEALE C, Et al., The urban built environment, walking and mental health outcomes among older adults: A pilot study, Frontiers in Public Health, 8, (2020)
  • [6] LIU J X, XIAO L Z, WANG B., Nonlinear effects of the built environment on elderly's active travel: An extreme gradient boosting approach, Science and Technology Review, 39, pp. 102-111, (2021)
  • [7] ABENOZA R F, CATS O, SUSILO Y O., Travel satisfaction with public transport: Determinants, user classes, regional disparities and their evolution, Transportation Research Part A: Policy and Practice, 95, pp. 64-84, (2017)
  • [8] CHEN Z H, LING X Y, FENG X X, Et al., Short-term traffic state prediction approach based on FCM and random forest, Journal of Electronics & Information Technology, 40, 8, pp. 1879-1886, (2018)
  • [9] WU W J, JING P, JIA H F, Et al., Low carbon travel intention data mining for residents based on K- means clustering and random forest algorithm, Journal of South China University of Technology (Natural Science Edition), 47, 7, pp. 105-111, (2019)
  • [10] YANG L, AO Y, KE J, Et al., To walk or not to walk? Examining non-linear effects of streetscape greenery on walking propensity of older adults, Journal of Transport Geography, 94, (2021)