IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v12y2020i5p1799-d325968.html
   My bibliography  Save this article

The Impact of Street Space Perception Factors on Elderly Health in High-Density Cities in Macau—Analysis Based on Street View Images and Deep Learning Technology

Author

Listed:
  • Lingchao Meng

    (School of Fine Arts, Northwest Minzu University, No 1 Northwest New Village, Chengguan Area, Lanzhou 730030, China
    Faculty of Humanities and Arts, Macau University of Science and Technology, Avenida Wai Long, Taipa 999078, Macau, China)

  • Kuo-Hsun Wen

    (School of Arts, Macao polytechnic Institute, Rua Luis Gonzaga Gomes 999078, Macau, China)

  • Zhijie Zeng

    (Urban Planning & Design Institute of Shenzhen, Shenzhen 518000, Guangdong, China)

  • Richard Brewin

    (Beijing Normal University, Zhuhai, No 18 Jinfeng Road, Tangjiawan Area, Zhuhai 519000, Guangdong, China)

  • Xiaolei Fan

    (School of Art and Design, Zhengzhou Institute of Finance and Economics, Zhengzhou 450000, China)

  • Qiong Wu

    (Faculty of Business, City University of Macau, Avenida Padre Tomás Pereira, Taipa 999078, Macau, China)

Abstract

The urban space environment has been proven to be related to the health of the elderly. However, as a high-density city, Macau’s limited urban space must cope with the growing population and the arrival of an aging society. In the existing studies, less attention has been paid to Macau, especially the relationship between Macanese elderly and urban space. This study uses Baidu Street View (BSV) on the Macau Peninsula and conducts field surveys to obtain street view data to evaluate the openness, greenness, interface coverage, and road area ratio of street space and its association with the physical and mental health of the elderly and social health. The results show that the data truly reflect the overall street space conditions on the Macau Peninsula. The street openness, greenery rate, and interface enclosure are all related to the elderly in various evaluations in areas with a higher population dependency index and aging index. Human space perception is related to health gain, and road area ratio is weaker than other indicators. The research results have certain policy implications and have practical significance for city managers and designers.

Suggested Citation

  • Lingchao Meng & Kuo-Hsun Wen & Zhijie Zeng & Richard Brewin & Xiaolei Fan & Qiong Wu, 2020. "The Impact of Street Space Perception Factors on Elderly Health in High-Density Cities in Macau—Analysis Based on Street View Images and Deep Learning Technology," Sustainability, MDPI, vol. 12(5), pages 1-19, February.
    • Handle: RePEc:gam:jsusta:v:12:y:2020:i:5:p:1799-:d:325968
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/12/5/1799/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/12/5/1799/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Lu, Yi & Sarkar, Chinmoy & Xiao, Yang, 2018. "The effect of street-level greenery on walking behavior: Evidence from Hong Kong," Social Science & Medicine, Elsevier, vol. 208(C), pages 41-49.
    2. Bo-Wei Zhu & Jia-Rui Zhang & Gwo-Hshiung Tzeng & Shan-Lin Huang & Lei Xiong, 2017. "Public Open Space Development for Elderly People by Using the DANP-V Model to Establish Continuous Improvement Strategies towards a Sustainable and Healthy Aging Society," Sustainability, MDPI, vol. 9(3), pages 1-29, March.
    3. Fabrice Kämpfen & Nilmini Wijemunige & Benedict Evangelista, 2018. "Aging, non-communicable diseases, and old-age disability in low- and middle-income countries: a challenge for global health," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 63(9), pages 1011-1012, December.
    4. Wiles, Janine L. & Allen, Ruth E.S. & Palmer, Anthea J. & Hayman, Karen J. & Keeling, Sally & Kerse, Ngaire, 2009. "Older people and their social spaces: A study of well-being and attachment to place in Aotearoa New Zealand," Social Science & Medicine, Elsevier, vol. 68(4), pages 664-671, February.
    5. Louisa Dahmani & Raihaan M. Patel & Yiling Yang & M. Mallar Chakravarty & Lesley K. Fellows & Véronique D. Bohbot, 2018. "An intrinsic association between olfactory identification and spatial memory in humans," Nature Communications, Nature, vol. 9(1), pages 1-12, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Muxia Yao & Bin Yao & Jeremy Cenci & Chenyang Liao & Jiazhen Zhang, 2023. "Visualisation of High-Density City Research Evolution, Trends, and Outlook in the 21st Century," Land, MDPI, vol. 12(2), pages 1-27, February.
    2. Liu, Yang & Kwan, Mei-Po & Wong, Man Sing & Yu, Changda, 2023. "Current methods for evaluating people's exposure to green space: A scoping review," Social Science & Medicine, Elsevier, vol. 338(C).
    3. Alireza Moghayedi & Abid Mehmood & Kathy Michell & Christiana Okobi Ekpo, 2023. "Modeling the Neighborhood Wellbeing of Townships in South Africa," Sustainability, MDPI, vol. 15(11), pages 1-21, May.
    4. Bohong Zheng & Rui Guo & Komi Bernard Bedra & Yanfen Xiang, 2022. "Quantitative Evaluation of Urban Style at Street Level: A Case Study of Hengyang County, China," Land, MDPI, vol. 11(4), pages 1-28, March.
    5. Teen-Hang Meen & Charles Tijus & Jui-Che Tu, 2020. "Selected Papers from the Eurasian Conference on Educational Innovation 2020," Sustainability, MDPI, vol. 12(15), pages 1-5, July.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Lin, Sheng-Hau & Zhao, Xiaofeng & Wu, Jiuxing & Liang, Fachao & Li, Jia-Hsuan & Lai, Ren-Ji & Hsieh, Jing-Chzi & Tzeng, Gwo-Hshiung, 2021. "An evaluation framework for developing green infrastructure by using a new hybrid multiple attribute decision-making model for promoting environmental sustainability," Socio-Economic Planning Sciences, Elsevier, vol. 75(C).
    2. Sung-Shun Weng & Yang Liu & Yen-Ching Chuang, 2019. "Reform of Chinese Universities in the Context of Sustainable Development: Teacher Evaluation and Improvement Based on Hybrid Multiple Criteria Decision-Making Model," Sustainability, MDPI, vol. 11(19), pages 1-23, October.
    3. Lager Debbie & van Hoven Bettina & Meijering Louise, 2012. "Places that Matter: Place Attachment and Wellbeing of Older Antillean Migrants in the Netherlands," European Spatial Research and Policy, Sciendo, vol. 19(1), pages 81-94, July.
    4. Ahmad Adeel & Bruno Notteboom & Ansar Yasar & Kris Scheerlinck & Jeroen Stevens, 2021. "Sustainable Streetscape and Built Environment Designs around BRT Stations: A Stated Choice Experiment Using 3D Visualizations," Sustainability, MDPI, vol. 13(12), pages 1-21, June.
    5. Milligan, Christine & Roberts, Celia & Mort, Maggie, 2011. "Telecare and older people: Who cares where?," Social Science & Medicine, Elsevier, vol. 72(3), pages 347-354, February.
    6. Abdullah Addas & Ahmad Maghrabi, 2021. "Social Evaluation of Public Open Space Services and Their Impact on Well-Being: A Micro-Scale Assessment from a Coastal University," Sustainability, MDPI, vol. 13(8), pages 1-19, April.
    7. Xie, Hualin & Wang, Wei & Zhang, Xinmin, 2018. "Evolutionary game and simulation of management strategies of fallow cultivated land: A case study in Hunan province, China," Land Use Policy, Elsevier, vol. 71(C), pages 86-97.
    8. Jing Shen & Jian Cui & Mengfei Li & Caitlin Vitosky Clarke & Yuanyuan Gao & Ruopeng An, 2021. "Green Space and Physical Activity in China: A Systematic Review," Sustainability, MDPI, vol. 13(23), pages 1-21, December.
    9. Tianyao Zhang & Jiahui Liu & Huiwei Chen & Mee Kam Ng, 2022. "The Associations of Communal Space with Sense of Place and Mental Health in Public Housing: Evidence from Guangzhou and Hong Kong," IJERPH, MDPI, vol. 19(23), pages 1-19, December.
    10. Lei Xiong & Cheng-Lein Teng & Bo-Wei Zhu & Gwo-Hshiung Tzeng & Shan-Lin Huang, 2017. "Using the D-DANP-mV Model to Explore the Continuous System Improvement Strategy for Sustainable Development of Creative Communities," IJERPH, MDPI, vol. 14(11), pages 1-37, October.
    11. Linghan Zhang & Junyi Zhang, 2018. "Impacts of Leisure and Tourism on the Elderly’s Quality of Life in Intimacy: A Comparative Study in Japan," Sustainability, MDPI, vol. 10(12), pages 1-17, December.
    12. Wu, Fangning & Li, Wenjing & Qiu, Waishan, 2023. "Examining non-linear relationship between streetscape features and propensity of walking to school in Hong Kong using machine learning techniques," Journal of Transport Geography, Elsevier, vol. 113(C).
    13. Rishworth, Andrea & Elliott, Susan J., 2019. "Global environmental change in an aging world: The role of space, place and scale," Social Science & Medicine, Elsevier, vol. 227(C), pages 128-136.
    14. Omer Dogan & Jaewon Han & Sugie Lee, 2020. "Analysis of Large-Scale Residential Development on Walking Environments in Surrounding Neighborhoods: A Before-and-After Comparison of Apartment Complex Developments in Seoul, Korea," Sustainability, MDPI, vol. 12(18), pages 1-17, September.
    15. Jian Wang & Jin-Chun Huang & Shan-Lin Huang & Gwo-Hshiung Tzeng & Ting Zhu, 2021. "Improvement Path for Resource-Constrained Cities Identified Using an Environmental Co-Governance Assessment Framework Based on BWM-mV Model," IJERPH, MDPI, vol. 18(9), pages 1-30, May.
    16. Natalia Fumagalli & Matteo Maccarini & Roberto Rovelli & Rita Berto & Giulio Senes, 2020. "An Exploratory Study of Users’ Preference for Different Planting Combinations along Rural Greenways," Sustainability, MDPI, vol. 12(5), pages 1-19, March.
    17. Shima Hamidi & Somayeh Moazzeni, 2019. "Examining the Relationship between Urban Design Qualities and Walking Behavior: Empirical Evidence from Dallas, TX," Sustainability, MDPI, vol. 11(10), pages 1-14, May.
    18. Jolien Klok & Theo G. Tilburg & Bianca Suanet & Tineke Fokkema & Martijn Huisman, 2017. "National and transnational belonging among Turkish and Moroccan older migrants in the Netherlands: protective against loneliness?," European Journal of Ageing, Springer, vol. 14(4), pages 341-351, December.
    19. Vanessa Burholt, 2012. "The Dimensionality of ‘Place Attachment’ for Older People in Rural Areas of South West England and Wales," Environment and Planning A, , vol. 44(12), pages 2901-2921, December.
    20. Meng-Chen Zhang & Bo-Wei Zhu & Chao-Meng Huang & Gwo-Hshiung Tzeng, 2021. "Systematic Evaluation Model for Developing Sustainable World-Class Universities: An East Asian Perspective," Mathematics, MDPI, vol. 9(8), pages 1-20, April.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:12:y:2020:i:5:p:1799-:d:325968. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.