Evaluating China's Air Pollution Control Policy with Extended AQI Indicator System: Example of the Beijing-Tianjin-Hebei Region | |
Yuan, Guanghui1; Yang, Weixin2 | |
刊名 | SUSTAINABILITY |
2019-02 | |
卷号 | 11期号:3 |
关键词 | AQI indicators air pollution collaborative filtering Beijing-Tianjin-Hebei region |
ISSN号 | 2071-1050 |
DOI | 10.3390/su11030939 |
英文摘要 | 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 provincewe saw air quality deterioration by 58.60% and 38.68% in Shijiazhuang and Handan city respectively. |
WOS研究方向 | Science & Technology - Other Topics ; Environmental Sciences & Ecology |
语种 | 英语 |
出版者 | MDPI |
WOS记录号 | WOS:000458929500384 |
内容类型 | 期刊论文 |
源URL | [http://10.2.47.112/handle/2XS4QKH4/354] |
专题 | 上海财经大学 |
通讯作者 | Yang, Weixin |
作者单位 | 1.Shanghai Univ Finance & Econ, Fintech Res Inst, Sch Informat Management & Engn, Shanghai 200433, Peoples R China; 2.Univ Shanghai Sci & Technol, Business Sch, Shanghai 200093, Peoples R China |
推荐引用方式 GB/T 7714 | Yuan, Guanghui,Yang, Weixin. Evaluating China's Air Pollution Control Policy with Extended AQI Indicator System: Example of the Beijing-Tianjin-Hebei Region[J]. SUSTAINABILITY,2019,11(3). |
APA | Yuan, Guanghui,&Yang, Weixin.(2019).Evaluating China's Air Pollution Control Policy with Extended AQI Indicator System: Example of the Beijing-Tianjin-Hebei Region.SUSTAINABILITY,11(3). |
MLA | Yuan, Guanghui,et al."Evaluating China's Air Pollution Control Policy with Extended AQI Indicator System: Example of the Beijing-Tianjin-Hebei Region".SUSTAINABILITY 11.3(2019). |
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