IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i17p10749-d900692.html
   My bibliography  Save this article

Evaluation and Countermeasures of High-Quality Development of China’s Marine Economy Based on PSO-SVM

Author

Listed:
  • Sheng Gao

    (School of Government Audit, Nanjing Audit University, Nanjing 211815, China)

  • Huihui Sun

    (School of Government Audit, Nanjing Audit University, Nanjing 211815, China
    College of Forestry, Fujian Agriculture and Forestry University, Fuzhou 350002, China)

  • Jingyi Wang

    (School of Government Audit, Nanjing Audit University, Nanjing 211815, China)

  • Wei Liu

    (School of Government Audit, Nanjing Audit University, Nanjing 211815, China)

Abstract

An accurate grasp of the high-quality development of the marine economy is important for the timely adjustment of marine policies and the promotion of sustainable development of the ocean. Based on the latest development philosophy, this paper constructed the evaluation index system of high-quality development of marine economy from five dimensions including innovation, coordination, green, openness, and sharing. The particle swarm optimization (PSO) algorithm and support vector machine (SVM) model based on the entropy weight composite index were employed to evaluate the high-quality development of China’s marine economy from 2006 to 2017. The spatial and temporal distribution characteristics and dynamic evolution mechanism were revealed. The random forest model was applied to analyze the main driving factors of high-quality development of the marine economy. It was found that: (1) The high-quality development level of marine economy in Guangdong, Shandong, Jiangsu, Zhejiang, and Shanghai has always been in the forefront. The growth rate of high-quality development level of marine economy in Guangdong and Shandong was 53.69% and 37.69%, respectively. The growth rates of Fujian and Hainan were 43.46% and 33.68%, respectively. Jiangsu and Zhejiang accounted for 33.30% and 24.47%, respectively. (2) The regulation methods of the main driving factors were examined. It was necessary to adhere to innovative development and improve the marine scientific research, education, management, and service industry, in addition by optimizing and adjusting the marine industrial infrastructure and spatial layout. It is also critical to strengthen the comprehensive prevention and control of land and sea pollution and implement the total emission control of pollutants into the sea. (3) Finally, the pathway for high-quality development of marine economy was analyzed and future directions were proposed.

Suggested Citation

  • Sheng Gao & Huihui Sun & Jingyi Wang & Wei Liu, 2022. "Evaluation and Countermeasures of High-Quality Development of China’s Marine Economy Based on PSO-SVM," Sustainability, MDPI, vol. 14(17), pages 1-15, August.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:17:p:10749-:d:900692
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/17/10749/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/14/17/10749/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Sheng Gao & Huihui Sun & Jinfu Liu & Wei Liu, 2022. "Comprehensive audit evaluation and driving force analysis of various types of marine resources development," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(3), pages 4371-4386, March.
    2. Wen Qiao & Xing Sun & Ping Jiang & Linji Wang, 2020. "Analysis of the Environmental Sustainability of a Megacity through a Cobenefits Indicator System—The Case of Shanghai," Sustainability, MDPI, vol. 12(14), pages 1-17, July.
    3. Winfield, Mark & Dolter, Brett, 2014. "Energy, economic and environmental discourses and their policy impact: The case of Ontario׳s Green Energy and Green Economy Act," Energy Policy, Elsevier, vol. 68(C), pages 423-435.
    4. Mingming Wen & Chang Liu & K. A. Mamonov & Jun Du & Ahmed Farouk, 2021. "Measurement of Coordinated and Coupled Development and Evaluation of Sustainable Development for Marine Economic-Ecological Complex System," Discrete Dynamics in Nature and Society, Hindawi, vol. 2021, pages 1-12, September.
    5. Bo Li & Chuang Tian & Zhaoyuan Shi & Zenglin Han, 2020. "Evolution and Differentiation of High-Quality Development of Marine Economy: A Case Study from China," Complexity, Hindawi, vol. 2020, pages 1-11, July.
    6. Ding-Yi Zhao & Yu-Yu Ma & Hung-Lung Lin, 2022. "Using the Entropy and TOPSIS Models to Evaluate Sustainable Development of Islands: A Case in China," Sustainability, MDPI, vol. 14(6), pages 1-25, March.
    7. Sheng Gao & Huihui Sun & Runjie Wang, 2022. "Audit Evaluation and Driving Force Analysis of Marine Economic Development Quality," Sustainability, MDPI, vol. 14(11), pages 1-15, June.
    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. Dongqing Han & Zhengxu Cao, 2024. "An Evaluation and Difference Analysis of the High-Quality Development of China’s Marine Economy," Sustainability, MDPI, vol. 16(1), pages 1-18, January.
    2. Peizhe Shi & Zhaohan Lu & Mengqing Zhou & Ning Wang & Yuping Wu, 2023. "Niche Suitability Evaluation and Path Selection for the High-Quality Development of Cities in the Yellow River Basin," IJERPH, MDPI, vol. 20(4), pages 1-21, February.

    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. Hongfeng Zhang & Xiaoyang Wang, 2024. "Regional Disparities and Dynamic Distribution in the High-Quality Development of the Marine Economy," Sustainability, MDPI, vol. 16(2), pages 1-27, January.
    2. Wenhan Ren & Yu Chen, 2022. "Realizing the Improvement of Green Total Factor Productivity of the Marine Economy—New Evidence from China’s Coastal Areas," IJERPH, MDPI, vol. 19(14), pages 1-22, July.
    3. Pejman Peykani & Mostafa Sargolzaei & Amir Takaloo & Shahla Valizadeh, 2023. "The Effects of Monetary Policy on Macroeconomic Variables through Credit and Balance Sheet Channels: A Dynamic Stochastic General Equilibrium Approach," Sustainability, MDPI, vol. 15(5), pages 1-21, March.
    4. Hossein Yousefi & Saheb Ghanbari Motlagh & Mohammad Montazeri, 2022. "Multi-Criteria Decision-Making System for Wind Farm Site-Selection Using Geographic Information System (GIS): Case Study of Semnan Province, Iran," Sustainability, MDPI, vol. 14(13), pages 1-27, June.
    5. Guo, Jianke & Dong, Mengru & Zheng, Miaozhuang & Han, Zenglin & Li, Fujia, 2023. "The composition and evaluation of the strategic value of high seas resources: A theoretical model based on the human–sea relationship," Resources Policy, Elsevier, vol. 81(C).
    6. Bougette, Patrice & Charlier, Christophe, 2015. "Renewable energy, subsidies, and the WTO: Where has the ‘green’ gone?," Energy Economics, Elsevier, vol. 51(C), pages 407-416.
    7. Yanli Ji & Jie Xue & Zitian Fu, 2022. "Sustainable Development of Economic Growth, Energy-Intensive Industries and Energy Consumption: Empirical Evidence from China’s Provinces," Sustainability, MDPI, vol. 14(12), pages 1-20, June.
    8. Fei Wang & Zhi Dong & Jichang Dong, 2023. "Assessment of the Drivers and Effects of International Science and Technology Cooperation in Xinjiang in the Context of the Belt and Road Initiative," Sustainability, MDPI, vol. 15(2), pages 1-20, January.
    9. Mei Yang & Mengyun Jiao & Jinyu Zhang, 2022. "Research on Urban Resilience and Influencing Factors of Chengdu-Chongqing Economic Circle," Sustainability, MDPI, vol. 14(17), pages 1-19, August.
    10. Xiaowei Ni & Yongbo Quan, 2023. "Measuring the Sustainable Development of Marine Economy Based on the Entropy Value Method: A Case Study in the Yangtze River Delta, China," Sustainability, MDPI, vol. 15(8), pages 1-16, April.
    11. Zhongyao Cai & Xiaohui Yang & Huaxing Lin & Xinyu Yang & Ping Jiang, 2022. "Study on the Co-Benefits of Air Pollution Control and Carbon Reduction in the Yellow River Basin: An Assessment Based on a Spatial Econometric Model," IJERPH, MDPI, vol. 19(8), pages 1-15, April.
    12. Wenhan Ren & Jing Ni & Yu Chen, 2022. "Exploring the Marine Ecological Environment Management in China: Evolution, Challenges and Prospects," Sustainability, MDPI, vol. 14(2), pages 1-14, January.
    13. Sheng Gao & Huihui Sun & Runjie Wang, 2022. "Audit Evaluation and Driving Force Analysis of Marine Economic Development Quality," Sustainability, MDPI, vol. 14(11), pages 1-15, June.
    14. Xuhui Cong & Zhipeng Qi & Sai Wang & Peikun Su & Liang Wang & Jonas Šaparauskas & Jarosław Górecki & Miroslaw J. Skibniewski, 2023. "Ecological Welfare Performance Evaluation and Spatial–Temporal Difference Evolution of Blue Economic Zones: A Case Study of the Blue Economic Zone of Shandong Peninsula," Land, MDPI, vol. 12(10), pages 1-15, October.
    15. Emmanuel Songsore & Michael Buzzelli & Jamie Baxter, 2018. "Understanding developer perspectives and experiences of wind energy development in Ontario," Environment and Planning C, , vol. 36(4), pages 649-668, June.
    16. Hannum, Christopher & Cutler, Harvey & Iverson, Terrence & Keyser, David, 2017. "Estimating the implied cost of carbon in future scenarios using a CGE model: The Case of Colorado," Energy Policy, Elsevier, vol. 102(C), pages 500-511.
    17. Rosenbloom, Daniel & Berton, Harris & Meadowcroft, James, 2016. "Framing the sun: A discursive approach to understanding multi-dimensional interactions within socio-technical transitions through the case of solar electricity in Ontario, Canada," Research Policy, Elsevier, vol. 45(6), pages 1275-1290.
    18. Yingbing Liu & Wenying Du & Nengcheng Chen & Xiaolei Wang, 2020. "Construction and Evaluation of the Integrated Perception Ecological Environment Indicator (IPEEI) Based on the DPSIR Framework for Smart Sustainable Cities," Sustainability, MDPI, vol. 12(17), pages 1-25, August.
    19. Bryant, Scott T. & Straker, Karla & Wrigley, Cara, 2019. "The discourses of power – governmental approaches to business models in the renewable energy transition," Energy Policy, Elsevier, vol. 130(C), pages 41-59.
    20. Ebru Ulucan & Nihan Yavuz Aksakal, 2022. "Leadership Selection with the Fuzzy Topsis Method in the Hospitality Sector in Sultanahmet Region," Mathematics, MDPI, vol. 10(13), pages 1-19, June.

    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:17:p:10749-:d:900692. 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.