IDEAS home Printed from https://ideas.repec.org/a/wly/jjmath/v2022y2022i1n8052957.html

[Retracted] Research on the Prediction of Port Economic Synergy Development Trend Based on Deep Neural Networks

Author

Listed:
  • Anping Zha
  • Jianjun Tu

Abstract

After entering the new century, along with the further deepening of global economic and trade cooperation, the industrial division of labor has been newly developed globally, which brings the cooperation among countries in the international logistics chain more and more closely. As the core node linking domestic and foreign water transportation, ports play a very key role in the international logistics chain and have an extremely central position in the national logistics planning. The coordinated development of port economy is an important part of the economic development planning of port cities, and it is also the premise and basis for the comprehensive planning of port logistics infrastructure construction scale, logistics space layout, and port city logistics development direction and function positioning. Therefore, according to the availability of realistic data, this paper establishes a deep neural network prediction model for the collaborative development of ports and uses various port logistics indicators to predict the economic development trend, so as to realize a nonlinear mapping relationship between the level of port economic development and the side of port logistics demand. Meanwhile, the research of this paper will provide theoretical basis and corresponding practical tools for the coordinated development between regional economy and port logistics industry.

Suggested Citation

  • Anping Zha & Jianjun Tu, 2022. "[Retracted] Research on the Prediction of Port Economic Synergy Development Trend Based on Deep Neural Networks," Journal of Mathematics, John Wiley & Sons, vol. 2022(1).
  • Handle: RePEc:wly:jjmath:v:2022:y:2022:i:1:n:8052957
    DOI: 10.1155/2022/8052957
    as

    Download full text from publisher

    File URL: https://doi.org/10.1155/2022/8052957
    Download Restriction: no

    File URL: https://libkey.io/10.1155/2022/8052957?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Behzad Behdani & Bart Wiegmans & Violeta Roso & Hercules Haralambides, 2020. "Port-hinterland transport and logistics: emerging trends and frontier research," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 22(1), pages 1-25, March.
    2. Ahmet Murat Ozbayoglu & Mehmet Ugur Gudelek & Omer Berat Sezer, 2020. "Deep Learning for Financial Applications : A Survey," Papers 2002.05786, arXiv.org.
    3. Qifei Ma & Peng Jia & Xinran She & Hercules Haralambides & Haibo Kuang, 2021. "Port integration and regional economic development: Lessons from China," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-04046221, HAL.
    4. Qifei Ma & Peng Jia & Xinran She & Hercules Haralambides & Haibo Kuang, 2021. "Port integration and regional economic development: Lessons from China," Post-Print hal-04046221, HAL.
    5. Joe Ravetz, 2013. "New Futures for Older Ports: Synergistic Development in a Global Urban System," Sustainability, MDPI, vol. 5(12), pages 1-19, November.
    6. Pierre Cariou & Claudio Ferrari & Francesco Parola, 2015. "Strategies in maritime and port logistics," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 17(1), pages 1-8, March.
    7. Kevin X. Li & Mengjie Jin & Guanqiu Qi & Wenming Shi & Adolf K. Y. Ng, 2018. "Logistics as a driving force for development under the Belt and Road Initiative – the Chinese model for developing countries," Transport Reviews, Taylor & Francis Journals, vol. 38(4), pages 457-478, July.
    8. Horst Treiblmaier, 2019. "Combining Blockchain Technology and the Physical Internet to Achieve Triple Bottom Line Sustainability: A Comprehensive Research Agenda for Modern Logistics and Supply Chain Management," Logistics, MDPI, vol. 3(1), pages 1-13, February.
    9. Ma, Qifei & Jia, Peng & She, Xinran & Haralambides, Hercules & Kuang, Haibo, 2021. "Port integration and regional economic development: Lessons from China," Transport Policy, Elsevier, vol. 110(C), pages 430-439.
    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. Shunquan Huang & Yongsheng Huo & Guangnian Xiao, 2025. "Impact of the “21st Century Maritime Silk Road” Construction on the Efficiency of China’s Coastal Ports," Sustainability, MDPI, vol. 17(2), pages 1-22, January.
    2. Huang, Donglan & Xu, Guoteng & Li, Chengjiang & Yang, Shu, 2025. "Effects of high-tech industrial agglomeration and innovation on regional economic development in China: Evidence from spatial-temporal analysis and Spatial Durbin Model," Economic Analysis and Policy, Elsevier, vol. 86(C), pages 692-712.
    3. Li, Shan & Wu, Jianhong & Jiang, Yonglei & Yang, Xutao, 2024. "Impacts of the sea-rail intermodal transport policy on carbon emission reduction: The China case study," Transport Policy, Elsevier, vol. 158(C), pages 211-223.
    4. Chen, Qi & Tang, Yuhui & Lu, Bo, 2024. "Exploring the evolution trends of port integration policy in China by a text mining approach," Transport Policy, Elsevier, vol. 153(C), pages 159-172.
    5. Boqi Liu & Dingjie Zhou & Yang Zhao & Longyu Shi, 2025. "A Cross-Regional Perspective on the Coupling and Coordination of Digital Technology, Ecological Civilisation and Economic and Social Development," Land, MDPI, vol. 14(2), pages 1-22, February.
    6. Ma, Qifei & Li, Sujuan & Jia, Peng & Kuang, Haibo, 2025. "Is port integration a panacea for regions green development: An empirical study of China port city," Transport Policy, Elsevier, vol. 160(C), pages 15-28.
    7. Hercules Haralambides, 2023. "The state-of-play in maritime economics and logistics research (2017–2023)," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 25(3), pages 429-451, September.
    8. Jiayuan Cai & Zilin Deng & Linna Li, 2024. "The spatial impact of high bridges on travel accessibility and economic integration in Guizhou, China: a scenario-based analysis," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-17, December.
    9. repec:zib:zbseps:v:4:y:2024:i:2:p:115-121 is not listed on IDEAS
    10. Huida Zhao & Chanjuan Liu, 2025. "Pricing Strategy and Blockchain-Enabled Data Sharing in Cross-Border Port Systems," Mathematics, MDPI, vol. 13(14), pages 1-22, July.
    11. Zhang, Qiqi & Hu, Xiaozhe & Li, Zhenfu & Zhou, Yutao & Qi, Xinli, 2025. "Port's industry ecosystem construction: Empirical evidence from China," Transport Policy, Elsevier, vol. 163(C), pages 42-60.
    12. César Ducruet & Theo E. Notteboom, 2023. "A systematic and critical review of port system research," Post-Print halshs-04194563, HAL.
    13. Qiaoyun Guo & Abdol Aziz Shahraki, 2023. "Locating Transportation Logistics Centers and Their Dynamic Synergy for Equilibrium Economic Behavior," Sustainability, MDPI, vol. 15(16), pages 1-16, August.
    14. Zhang, Jun-Qing & Woo, Su-Han & Li, Kevin X., 2024. "Port-city synergism and regional development policy: Evidence from the Yangtze River Region," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 192(C).
    15. Wang, Shaobo & Zhou, Yutao & Guo, Jianke & Mao, Jinhuang, 2023. "Did high speed rail accelerate the development of tourism economy? – Empirical analysis from Northeast China," Transport Policy, Elsevier, vol. 143(C), pages 25-35.
    16. Melika Zarei & Mojtaba Arasteh & Sina Shahab, 2024. "Exploring Port–City Relationships: A Bibliometric and Content Analysis," Sustainability, MDPI, vol. 16(11), pages 1-23, May.
    17. Hercules Haralambides, 2024. "The Red Sea crisis and chokepoints to trade and international shipping," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 26(3), pages 367-390, September.
    18. Min Wang & Yu Lan & Huayu Li & Xiaodong Jing & Sitong Lu & Kexin Deng, 2024. "Spatial–Temporal Differentiation and Trend Prediction of Coupling Coordination Degree of Port Environmental Efficiency and Urban Economy: A Case Study of the Yangtze River Delta," Land, MDPI, vol. 13(3), pages 1-19, March.
    19. Dong, Gang & Ishii, Masahiro & Zheng, Shiyuan & Tezuka, Koichiro & Lee, Paul Tae-Woo, 2024. "Port capacity-sharing decisions in the post-COVID-19 pandemic era," Transport Policy, Elsevier, vol. 147(C), pages 22-31.
    20. Muhammad Hilal Alkhudaydi & Aiedh Mrisi Alharthi, 2025. "Investigating the dynamics and uncertainties in portfolio optimization using the Fourier-Millen transform," PLOS ONE, Public Library of Science, vol. 20(6), pages 1-34, June.
    21. Pedro Reis & Ana Paula Serra & Jo~ao Gama, 2025. "The Role of Deep Learning in Financial Asset Management: A Systematic Review," Papers 2503.01591, arXiv.org.

    More about this item

    Statistics

    Access and download statistics

    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:wly:jjmath:v:2022:y:2022:i:1:n:8052957. 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: Wiley Content Delivery (email available below). General contact details of provider: https://onlinelibrary.wiley.com/journal/1469 .

    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.