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2025 , Vol. 43 >Issue 6: 74 - 83

DOI: https://doi.org/10.3981/j.issn.1000-7857.2024.04.00319

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Non-linear relationship between older adults' active travel behavior and the built environment

  • Dong WEI ,
  • Linchuan YANG , *
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  • Department of Urban and Rural Planning, School of Architecture, Southwest Jiaotong University, Chengdu 611756, China

Received date: 2024-04-20

  Online published: 2025-04-19

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Dong WEI , Linchuan YANG . Non-linear relationship between older adults' active travel behavior and the built environment[J]. Science & Technology Review, 2025 , 43(6) : 74 -83 . DOI: 10.3981/j.issn.1000-7857.2024.04.00319

References

Publishing order | Descend order by publishing year | Descend order by cited within
1
于立, 王琪. 社区适老性及医养设施建设问题与规划设计对策思考: 以厦门为案例[J]. 城市发展研究, 2020, 27(10): 26- 31.

2
韩继文, 王墨晗, 李晋琦, 等. 国外老年友好社区评价体系的比较研究综述[J]. 建筑学报, 2024(2): 56- 62.

3
Ji Q , Yin M , Li Y , et al. Exploring the influence path of high-rise residential environment on the mental health of the elderly[J]. Sustainable Cities and Society, 2023, 98: 104808.

DOI

4
Althoff T , Sosič R , Hicks J L , et al. Large-scale physical activity data reveal worldwide activity inequality[J]. Nature, 2017, 547(7663): 336- 339.

DOI

5
Sun F , Norman I J , While A E . Physical activity in older people: A systematic review[J]. BMC Public Health, 2013, 13: 449.

DOI

6
黄建中, 马煜箫, 胡刚钰. 基于健康视角的老年人出行行为研究进展[J]. 科技导报, 2020, 38(7): 69- 75.

7
Liu Y , Wang X , Liu Y , et al. Using the hierarchy of active travel needs to examine associations between streetscape envi-ronments and older adults'active travel in China[J]. Journal of Transport & Health, 2024, 38: 101834.

8
Cervero R , Kockelman K . Travel demand and the 3Ds: Density, diversity, and design[J]. Transportation Research Part D: Transport and Environment, 1997, 2(3): 199- 219.

DOI

9
Ewing R , Cervero R . Travel and the built environment: A meta-analysis[J]. Journal of the American Planning Associa-tion, 2010, 76(3): 265- 294.

DOI

10
Zhang Z , Tang X , Shen Z , et al. Built-environment determi-nants of active travel behavior of older adults in Xiamen, China[J]. International Review for Spatial Planning and Sustainable Development, 2022, 10(4): 130- 145.

DOI

11
Yang Y , Sasaki K , Cheng L , et al. Does the built environ-ment matter for active travel among older adults: Insights from Chiba City, Japan[J]. Journal of Transport Geography, 2022, 101: 103338.

DOI

12
Cheng L , Chen X , Yang S , et al. Active travel for active ageing in China: The role of built environment[J]. Journal of Transport Geography, 2019, 76: 142- 152.

DOI

13
Yang Y , Xu Y , Rodriguez D A , et al. Active travel, public transportation use, and daily transport among older adults: The association of built environment[J]. Journal of Trans-port & Health, 2018, 9: 288- 298.

14
许家堆, 陈晓利, 刘柯良, 等. 社区建成环境对老年人活力出行的空间异质效应[J]. 北京交通大学学报, 2023, 47(3): 103- 111.

15
刘吉样, 肖龙珠, 王波. 建成环境对老年人活力出行的影响——基于极端梯度提升决策树的研究[J]. 科技导报, 39(8): 102- 111.

16
Yang Y , Sasaki K , Cheng L , et al. Gender differences in active travel among older adults: Non-linear built environ-ment insights[J]. Transportation Research Part D: Transport and Environment, 2022, 110: 103405.

DOI

17
Guo C , Jiang Y , Qiao R , et al. The nonlinear relationship between the active travel behavior of older adults and built environments: A comparison between an inner-city area and a suburban area[J]. Sustainable Cities and Society, 2023, 99: 104961.

DOI

18
Yang Y , He D , Gou Z , et al. Association between street greenery and walking behavior in older adults in Hong Kong[J]. Sustainable Cities and Society, 2019, 51: 101747.

DOI

19
魏东, 喻冰洁, 杨林川. 社区建成环境对老年人步行时长的响及优化策略——以成都市为例[J]. 新建筑, 2024(1): 98- 103.

20
Breiman L . Random forests[J]. Machine Learning, 2001, 45: 5- 32.

DOI

21
Yang L , Ao Y , Ke J , et al. To walk or not to walk?Examin-ing non-linear effects of streetscape greenery on walking propensity of older adults[J]. Journal of Transport Geogra-phy, 2021, 94: 103099.

DOI

22
Cheng L , Chen X , De Vos J , et al. Applying a random forest method approach to model travel mode choice behavior[J]. Travel Behaviour and Society, 2019, 14: 1- 10.

DOI

23
Lundberg S M , Erion G , Chen H , et al. From local explana-tions to global understanding with explainable AI for trees[J]. Nature Machine Intelligence, 2020, 2(1): 56- 67.

DOI

24
Dormann C F , Elith J , Bacher S , et al. Collinearity: A review of methods to deal with it and a simulation study evaluating their performance[J]. Ecography, 2013, 36(1): 27- 46.

DOI

25
Cheng L , De Vos J , Zhao P , et al. Examining non-linear built environment effects on elderly's walking: A random forest approach[J]. Transportation Research Part D: Transport and Environment, 2020, 88: 102552.

DOI

26
魏东, 杨林川. 建成环境与成都老年人步行频次的非线性关系和协同效应: 可解释机器学习分析[J]. 西部人居环境学刊, 2024, 39(6): 75- 82.

27
杨东峰, 王晓萌, 韩瑞娜. 建成环境对街道活力的非线性影响和交互效应: 以沈阳为例[J]. 城市规划学刊, 2023(5): 93- 102.

28
冯建喜, 杨振山. 南京市城市老年人出行行为的影响因素[J]. 地理科学进展, 2015, 34(12): 1598- 1608.

29
Yin G , Huang Z , Fu C , et al. Examining active travel behav-ior through explainable machine learning: Insights from Beijing, China[J]. Transportation Research Part D: Trans-port and Environment, 2024, 127: 104038.

DOI

30
Xiao L , Lo S , Liu J , et al. Nonlinear and synergistic effects of TOD on urban vibrancy: Applying local explanations for gradient boosting decision tree[J]. Sustainable Cities and Society, 2021, 72: 103063.

31
李婧, 刘鑫宁, 张皓. 邻里尺度下建成环境更新对积极老龄化的促进[J]. 科技导报, 2021, 39(8): 77- 85.

32
杨林川, 喻冰洁, 梁源, 等. 多源大数据支持下的共享单车出行与空间品质耦合研究[J]. 西部人居环境学刊, 2023, 38(4): 47- 54.

33
马亮, 黄言, 曹新宇. 城市环境对积极交通出行的影响中西方研究比较[J]. 地理科学, 2024, 44(2): 216- 227.

34
Yang L , Lu Y , Cao M , et al. Assessing accessibility to peri-urban parks considering supply, demand, and traffic condi-tions[J]. Landscape and Urban Planning, 2025, 257: 105313.

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