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

Author

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  • 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
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    References listed on IDEAS

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    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.
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    Cited by:

    1. 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.
    2. 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.

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