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Evaluating China’s Air Pollution Control Policy with Extended AQI Indicator System: Example of the Beijing-Tianjin-Hebei Region

Author

Listed:
  • Guanghui Yuan

    (School of Information Management and Engineering, Fintech Research Institute, Shanghai University of Finance and Economics, Shanghai 200433, China
    Guanghui Yuan and Weixin Yang are joint first authors. They contributed equally to this paper.)

  • Weixin Yang

    (Business School, University of Shanghai for Science and Technology, Shanghai 200093, China
    Guanghui Yuan and Weixin Yang are joint first authors. They contributed equally to this paper.)

Abstract

This paper calculated and evaluated the air quality of 13 cities in China’s Beijing-Tianjin-Hebei (BTH) region from February 2015 to January 2018 based on the extended AQI (Air Quality Index) Indicator System. By capturing the heterogeneous information in major pollutant indicators and the standardization process, we depicted the important effect of other relevant features of pollutant indicators beyond single-point data. Based on that, we further calculated the assessment value of the air quality of different cities in the BTH region by using the Collaborative Filtering Backward Cloud Model to construct differentiated weights of different indicators. With help of the Back Propagation (BP) Neutral Network, we simulated the effect of the pollution control policies of the Chinese government targeting air pollution since March 2016. Our conclusion is: the pollution control policies have improved the air quality of Beijing by 55.74%, and improved the air quality of Tianjin by 34.38%; while the migration of polluting enterprises from Beijing and Tianjin has caused different changes in air quality in different cities of Hebei province—we saw air quality deterioration by 58.60% and 38.68% in Shijiazhuang and Handan city respectively.

Suggested Citation

  • Guanghui Yuan & Weixin Yang, 2019. "Evaluating China’s Air Pollution Control Policy with Extended AQI Indicator System: Example of the Beijing-Tianjin-Hebei Region," Sustainability, MDPI, vol. 11(3), pages 1-21, February.
    • Handle: RePEc:gam:jsusta:v:11:y:2019:i:3:p:939-:d:205227
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    References listed on IDEAS

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    1. Peng Su & Degen Lin & Chen Qian, 2018. "Study on Air Pollution and Control Investment from the Perspective of the Environmental Theory Model: A Case Study in China, 2005–2014," Sustainability, MDPI, vol. 10(7), pages 1-16, June.
    2. Yunpeng Yang & Weixin Yang, 2019. "Does Whistleblowing Work for Air Pollution Control in China? A Study Based on Three-party Evolutionary Game Model under Incomplete Information," Sustainability, MDPI, vol. 11(2), pages 1-20, January.
    3. Lingguang Li & Weixin Yang, 2018. "Total Factor Efficiency Study on China’s Industrial Coal Input and Wastewater Control with Dual Target Variables," Sustainability, MDPI, vol. 10(7), pages 1-22, June.
    4. Weixin Yang & Lingguang Li, 2017. "Analysis of Total Factor Efficiency of Water Resource and Energy in China: A Study Based on DEA-SBM Model," Sustainability, MDPI, vol. 9(8), pages 1-21, July.
    5. Weixin Yang & Lingguang Li, 2017. "Energy Efficiency, Ownership Structure, and Sustainable Development: Evidence from China," Sustainability, MDPI, vol. 9(6), pages 1-26, June.
    6. Weixin Yang & Lingguang Li, 2017. "Efficiency Evaluation and Policy Analysis of Industrial Wastewater Control in China," Energies, MDPI, vol. 10(8), pages 1-18, August.
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    Cited by:

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    6. Hao Gao & Weixin Yang & Jiawei Wang & Xiaoyun Zheng, 2020. "Analysis of the Effectiveness of Air Pollution Control Policies Based on Historical Evaluation and Deep Learning Forecast: A Case Study of Chengdu-Chongqing Region in China," Sustainability, MDPI, vol. 13(1), pages 1-28, December.
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