Assessing Beijing's PM2.5 pollution: severity, weather impact, APEC and winter heating

被引:250
作者
Liang, Xuan [1 ]
Zou, Tao [1 ]
Guo, Bin [4 ]
Li, Shuo [1 ]
Zhang, Haozhe
Zhang, Shuyi [1 ]
Huang, Hui [2 ,3 ]
Chen, Song Xi [1 ,2 ]
机构
[1] Peking Univ, Guanghua Sch Management, Beijing 100871, Peoples R China
[2] Peking Univ, Ctr Stat Sci, Beijing 100871, Peoples R China
[3] Peking Univ, Dept Probabil & Stat, Beijing 100871, Peoples R China
[4] Sichuan Univ, Sch Econ, Chengdu 610065, Peoples R China
来源
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES | 2015年 / 471卷 / 2182期
基金
中国国家自然科学基金;
关键词
air quality; meteorological condition; observational study; quasi-experiment; FINE PARTICULATE MATTER; AIR-POLLUTION; CHINA; SENSITIVITY; VARIABLES; MODELS;
D O I
10.1098/rspa.2015.0257
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
By learning the PM2.5 readings and meteorological records from 2010-2015, the severity of PM2.5 pollution in Beijing is quantified with a set of statistical measures. As PM2.5 concentration is highly influenced by meteorological conditions, we propose a statistical approach to adjust PM2.5 concentration with respect to meteorological conditions, which can be used to monitor PM2.5 pollution in a location. The adjusted monthly averages and percentiles are employed to test if the PM2.5 levels in Beijing have been lowered since China's State Council set up a pollution reduction target. The results of the testing reveal significant increases, rather than decreases, in the PM2.5 concentrations in the years 2013 and 2014 as compared with those in year 2012. We conduct analyses on two quasi-experiments-the Asia-Pacific Economic Cooperation meeting in November 2014 and the annual winter heating-to gain insight into the impacts of emissions on PM2.5. The analyses lead to a conclusion that a fundamental shift from mainly coal-based energy consumption to much greener alternatives in Beijing and the surrounding North China Plain is the key to solving the PM2.5 problem in Beijing.
引用
收藏
页数:20
相关论文
共 46 条
[1]  
Alduchov OA, 1996, J APPL METEOROL, V35, P601, DOI 10.1175/1520-0450(1996)035<0601:IMFAOS>2.0.CO
[2]  
2
[3]  
[Anonymous], 1990, APPL NONPARAMETRIC R, DOI DOI 10.1017/CCOL0521382483
[4]  
[Anonymous], 2014, Atmos. Chem. Phys. Discuss.
[5]  
Bosq D., 1998, NONPARAMETRIC STAT S, Vsecond
[6]   The Characteristics of PM2.5 and Its Chemical Compositions between Different Prevailing Wind Patterns in Guangzhou [J].
Chang, Shih-Yu ;
Chou, Charles C. K. ;
Liu, Shaw ;
Zhang, Yuanhang .
AEROSOL AND AIR QUALITY RESEARCH, 2013, 13 (04) :1373-1383
[7]   Heavy Smog and Hospital Visits in Beijing, China [J].
Chen, Renjie ;
Zhao, Zhuohui ;
Kan, Haidong .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2013, 188 (09) :1170-1171
[8]   Mann-Whitney test with adjustments to pretreatment variables for missing values and observational study [J].
Chen, Song Xi ;
Qin, Jing ;
Tang, Cheng Yong .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2013, 75 (01) :81-102
[9]   Evidence on the impact of sustained exposure to air pollution on life expectancy from China's Huai River policy [J].
Chen, Yuyu ;
Ebenstein, Avraham ;
Greenstone, Michael ;
Li, Hongbin .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2013, 110 (32) :12936-12941
[10]  
Chinese State Council, 2013, ATM POLL PREV CONTR