IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i15p9268-d874725.html
   My bibliography  Save this article

Spatial Differentiation Effect of Rural Logistics in Urban Agglomerations in China Based on the Fuzzy Neural Network

Author

Listed:
  • Hao Lu

    (School of Economics and Management, Chongqing Jiaotong University, Chongqing 400074, China)

  • Jie Bao

    (School of Economics and Management, Chongqing Jiaotong University, Chongqing 400074, China)

Abstract

Rural logistics is particularly important for the sustainable development of Chinese urban agglomeration, which features the coexistence of urban circles and vast countryside. However, the existing literature generally focuses on urban logistics while ignoring rural logistics. Taking the Chengdu-Chongqing agglomeration as an example, this study constructed a rural logistics index system and proposed a new dynamic assessment model for rural logistics development using a fuzzy neural network, Moran index, and Kernel density estimation. The results are as follows: the development of rural logistics has been enhanced, and gaps among cities have gradually narrowed over the past decade. In particular, the spatial distribution of rural logistics showcases a dual-core structure in the Chengdu-Chongqing agglomeration, which is different from the unipolar structure manifested in other urban agglomerations. Because of administrative barriers, the impact from the dual-core cities is very different: Chengdu has a significant spillover effect on its surrounding cities, which is not the case for Chongqing. The findings are of great significance for local governments to provide decision-making support for the sustainable development of urban agglomerations.

Suggested Citation

  • Hao Lu & Jie Bao, 2022. "Spatial Differentiation Effect of Rural Logistics in Urban Agglomerations in China Based on the Fuzzy Neural Network," Sustainability, MDPI, vol. 14(15), pages 1-23, July.
  • Handle: RePEc:gam:jsusta:v:14:y:2022:i:15:p:9268-:d:874725
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/15/9268/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/14/15/9268/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Tengfei Wang & Jong Woo Kang & Vincent F. Valentine, 2020. "A holistic analysis of national e-commerce and logistics development," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 22(3), pages 500-513, September.
    2. Xianwen Gong, 2019. "Coupling Coordinated Development Model of Urban-Rural Logistics and Empirical Study," Mathematical Problems in Engineering, Hindawi, vol. 2019, pages 1-12, September.
    3. Ran Liu, 2022. "Incomplete Urbanization and the Trans-Local Rural-Urban Gradient in China: From a Perspective of New Economics of Labor Migration," Land, MDPI, vol. 11(2), pages 1-18, February.
    4. Sakai, Takanori & Kawamura, Kazuya & Hyodo, Tetsuro, 2017. "Spatial reorganization of urban logistics system and its impacts: Case of Tokyo," Journal of Transport Geography, Elsevier, vol. 60(C), pages 110-118.
    5. Yan Zhang & Yingying Zhang & Yanfeng Li & Sen Liu & Junai Yang, 2017. "A Study of Rural Logistics Center Location Based on Intuitionistic Fuzzy TOPSIS," Mathematical Problems in Engineering, Hindawi, vol. 2017, pages 1-7, June.
    6. Taniguchi, Eiichi & Noritake, Michihiko & Yamada, Tadashi & Izumitani, Toru, 1999. "Optimal size and location planning of public logistics terminals," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 35(3), pages 207-222, September.
    7. Song, Yang & Yeung, Godfrey & Zhu, Daolin & Zhang, Lixin & Xu, Yang & Zhang, Lanyue, 2020. "Efficiency of logistics land use: The case of Yangtze River Economic Belt in China, 2000–2017," Journal of Transport Geography, Elsevier, vol. 88(C).
    8. Li, Lei & Ma, Shaojun & Zheng, Yilin & Xiao, Xinyue, 2022. "Integrated regional development: Comparison of urban agglomeration policies in China," Land Use Policy, Elsevier, vol. 114(C).
    9. Qi, Guanqiu & Shi, Wenming & Lin, Kun-Chin & Yuen, Kum Fai & Xiao, Yi, 2020. "Spatial spillover effects of logistics infrastructure on regional development: Evidence from China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 135(C), pages 96-114.
    10. Adeline Heitz, 2017. "Logistics sprawl in monocentric and polycentric metropolitan areas: the cases of Paris, France, and the Randstad, the Netherlands," REGION, European Regional Science Association, vol. 4, pages 93-107.
    11. Xuechun Yang & Maojun Wang, 2022. "Diversification and Spatial Differentiation of Villages’ Functional Types in the New Period of China: Results from Hierarchical Urban-Rural Spatial Relations and Townships Size," Land, MDPI, vol. 11(2), pages 1-20, January.
    12. Huang, Jinbo & Ding, Ashley & Li, Yong & Lu, Dong, 2020. "Increasing the risk management effectiveness from higher accuracy: A novel non-parametric method," Pacific-Basin Finance Journal, Elsevier, vol. 62(C).
    13. Xiaohong Jiang & Huiying Wang & Xiucheng Guo & Xiaolin Gong, 2019. "Using the FAHP, ISM, and MICMAC Approaches to Study the Sustainability Influencing Factors of the Last Mile Delivery of Rural E-Commerce Logistics," Sustainability, MDPI, vol. 11(14), pages 1-18, July.
    14. Rice, Murray & Sorenson, Matthew & Aversa, Joseph, 2022. "The geography of lifestyle center growth: The emergence of a retail cluster format in the United States," Journal of Retailing and Consumer Services, Elsevier, vol. 65(C).
    15. Bartle, Caroline & Chatterjee, Kiron, 2019. "Employer perceptions of the business benefits of sustainable transport: A case study of peri-urban employment areas in South West England," Transportation Research Part A: Policy and Practice, Elsevier, vol. 126(C), pages 297-313.
    16. Teresa Sá Marques & Miguel Saraiva & Diogo Ribeiro & Ana Amante & Duarte Silva & Paulo Melo, 2020. "Accessibility to services of general interest in polycentric urban system planning: the case of Portugal," European Planning Studies, Taylor & Francis Journals, vol. 28(6), pages 1068-1094, June.
    17. Dubie, Melaku & Kuo, Kai C. & Giron-Valderrama, Gabriela & Goodchild, Anne, 2020. "An evaluation of logistics sprawl in Chicago and Phoenix," Journal of Transport Geography, Elsevier, vol. 88(C).
    18. Raimbault, Nicolas, 2019. "From regional planning to port regionalization and urban logistics. The inland port and the governance of logistics development in the Paris region," Journal of Transport Geography, Elsevier, vol. 78(C), pages 205-213.
    19. Önsel Ekici, Şule & Kabak, Özgür & Ülengin, Füsun, 2019. "Improving logistics performance by reforming the pillars of Global Competitiveness Index," Transport Policy, Elsevier, vol. 81(C), pages 197-207.
    Full references (including those not matched with items on IDEAS)

    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. Vakulenko, Yulia & Arsenovic, Jasenko & Hellström, Daniel & Shams, Poja, 2022. "Does delivery service differentiation matter? Comparing rural to urban e-consumer satisfaction and retention," Journal of Business Research, Elsevier, vol. 142(C), pages 476-484.
    2. Oliveira, Renata Lúcia Magalhães de & Dablanc, Laetitia & Schorung, Matthieu, 2022. "Changes in warehouse spatial patterns and rental prices: Are they related? Exploring the case of US metropolitan areas," Journal of Transport Geography, Elsevier, vol. 104(C).
    3. Trent, Nadia M. & Joubert, Johan W., 2022. "Logistics sprawl and the change in freight transport activity: A comparison of three measurement methodologies," Journal of Transport Geography, Elsevier, vol. 101(C).
    4. Luísa Tavares Muzzi de Sousa & Leise Kelli de Oliveira, 2020. "Influence of Characteristics of Metropolitan Areas on the Logistics Sprawl: A Case Study for Metropolitan Areas of the State of Paraná (Brazil)," Sustainability, MDPI, vol. 12(22), pages 1-15, November.
    5. Liu, Sijing & He, Nannan & Cao, Xindan & Li, Guoqi & Jian, Ming, 2022. "Logistics cluster and its future development: A comprehensive research review," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 168(C).
    6. Kang, Sanggyun, 2020. "Relative logistics sprawl: Measuring changes in the relative distribution from warehouses to logistics businesses and the general population," Journal of Transport Geography, Elsevier, vol. 83(C).
    7. Meiling He & Jiaren Shen & Xiaohui Wu & Jianqiang Luo, 2018. "Logistics Space: A Literature Review from the Sustainability Perspective," Sustainability, MDPI, vol. 10(8), pages 1-24, August.
    8. Jose Holguin-Veras & Diana Ramirez-Rios & Juvena Ng & Jeffrey Wojtowicz & Daniel Haake & Catherine T. Lawson & Oriana Calderón & Benjamin Caron & Cara Wang, 2021. "Freight-Efficient Land Uses: Methodology, Strategies, and Tools," Sustainability, MDPI, vol. 13(6), pages 1-24, March.
    9. Rivera-Gonzalez, Carlos & Holguin-Veras, Jose & Calderon, Oriana, 2023. "Supply-chain-focused measures of centrality and spread in metropolitan areas," Journal of Transport Geography, Elsevier, vol. 107(C).
    10. Guerin, Leonardo & Vieira, José Geraldo Vidal & de Oliveira, Renata Lúcia Magalhães & de Oliveira, Leise Kelli & de Miranda Vieira, Henrique Ewbank & Dablanc, Laetitia, 2021. "The geography of warehouses in the São Paulo Metropolitan Region and contributing factors to this spatial distribution," Journal of Transport Geography, Elsevier, vol. 91(C).
    11. Abareshi, Maryam & Zaferanieh, Mehdi, 2019. "A bi-level capacitated P-median facility location problem with the most likely allocation solution," Transportation Research Part B: Methodological, Elsevier, vol. 123(C), pages 1-20.
    12. Wu, Zhen & Woo, Su-Han & Lai, Po-Lin & Chen, Xiaoyi, 2022. "The economic impact of inland ports on regional development: Evidence from the Yangtze River region," Transport Policy, Elsevier, vol. 127(C), pages 80-91.
    13. Zhen Wang & Xupeng Zhang & Chaozheng Zhang & Qing Yang, 2022. "How Regional Integration Affects Urban Green Development Efficiency: Evidence from Urban Agglomeration in the Middle Reaches of the Yangtze River," IJERPH, MDPI, vol. 19(13), pages 1-16, June.
    14. Viljoen, Nadia M. & Joubert, Johan W., 2019. "Supply chain micro-communities in urban areas," Journal of Transport Geography, Elsevier, vol. 74(C), pages 211-222.
    15. Sakai, Takanori & Kawamura, Kazuya & Hyodo, Tetsuro, 2017. "Spatial reorganization of urban logistics system and its impacts: Case of Tokyo," Journal of Transport Geography, Elsevier, vol. 60(C), pages 110-118.
    16. Pradhananga, Rojee & Taniguchi, Eiichi & Yamada, Tadashi & Qureshi, Ali Gul, 2014. "Bi-objective decision support system for routing and scheduling of hazardous materials," Socio-Economic Planning Sciences, Elsevier, vol. 48(2), pages 135-148.
    17. Jesus Gonzalez-Feliu & Aurélie Mercier, 2013. "A combined people-freight accessibility approach for urban retailing and leisure planning at strategic level," Post-Print halshs-00919537, HAL.
    18. Srinivas, Sharan & Ramachandiran, Surya & Rajendran, Suchithra, 2022. "Autonomous robot-driven deliveries: A review of recent developments and future directions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 165(C).
    19. Mustafa Polat & Karahan Kara & Avni Zafer Acar, 2023. "Competitiveness based logistics performance index: An empirical analysis in Organisation for Economic Co-operation and Development countries," Competition and Regulation in Network Industries, , vol. 24(2-3), pages 97-119, June.
    20. Ilaria Zambon & Artemi Cerdà & Filippo Gambella & Gianluca Egidi & Luca Salvati, 2019. "Industrial Sprawl and Residential Housing: Exploring the Interplay between Local Development and Land-Use Change in the Valencian Community, Spain," Land, MDPI, vol. 8(10), pages 1-18, September.

    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:14:y:2022:i:15:p:9268-:d:874725. 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.