Spatiotemporal variability of NO2 and PM2.5 over Eastern China: observational and model analyses with a novel statistical method

被引:47
作者
Liu, Mengyao [1 ]
Lin, Jintai [1 ]
Wang, Yuchen [1 ,2 ]
Sun, Yang [3 ]
Zheng, Bo [4 ]
Shao, Jingyuan [1 ]
Chen, Lulu [1 ]
Zheng, Yixuan [5 ]
Chen, Jinxuan [1 ,6 ]
Fu, Tzung-May [1 ]
Yan, Yingying [1 ]
Zhang, Qiang [4 ]
Wu, Zhaohua [7 ,8 ]
机构
[1] Peking Univ, Sch Phys, Lab Climate & Ocean Atmosphere Studies, Dept Atmospher & Ocean Sci, Beijing 100871, Peoples R China
[2] Univ Tokyo, Earthquake Res Inst, Tokyo 1130032, Japan
[3] Chinese Acad Sci, Inst Atmospher Phys, Beijing, Peoples R China
[4] Tsinghua Univ, Ctr Earth Syst Sci, Beijing 100084, Peoples R China
[5] Tsinghua Univ, Minist Educ, Key Lab Earth Syst Modeling, Dept Earth Syst Sci, Beijing 100084, Peoples R China
[6] Max Planck Inst Biogeochem, Hans Knoll Str 10, D-07745 Jena, Germany
[7] Florida State Univ, Ctr Ocean Atmospher Predict Studies, Tallahassee, FL 32306 USA
[8] Florida State Univ, Dept Earth Ocean & Atmospher Sci, Tallahassee, FL 32306 USA
基金
中国国家自然科学基金;
关键词
TROPOSPHERIC NITROGEN-DIOXIDE; PROVINCIAL CAPITAL CITIES; CRITERIA AIR-POLLUTANTS; BOUNDARY-LAYER; TIME-SERIES; NORTH CHINA; OZONE; POLLUTION; DECOMPOSITION; CONSTRAINTS;
D O I
10.5194/acp-18-12933-2018
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Eastern China (27-41 degrees N, 110-123 degrees E) is heavily polluted by nitrogen dioxide (NO2), particulate matter with aerodynamic diameter below 2.5 mu m (PM2.5), and other air pollutants. These pollutants vary on a variety of temporal and spatial scales, with many temporal scales that are nonperiodic and nonstationary, challenging proper quantitative characterization and visualization. This study uses a newly compiled EOF-EEMD analysis visualization package to evaluate the spatiotemporal variability of ground-level NO2, PM2.5, and their associations with meteorological processes over Eastern China in fall-winter 2013. Applying the package to observed hourly pollutant data reveals a primary spatial pattern representing Eastern China synchronous variation in time, which is dominated by diurnal variability with a much weaker day-to-day signal. A secondary spatial mode, representing north-south opposing changes in time with no constant period, is characterized by wind-related dilution or a buildup of pollutants from one day to another. We further evaluate simulations of nested GEOS-Chem v9-02 and WRF/CMAQ v5.0.1 in capturing the spatiotemporal variability of pollutants. GEOS-Chem underestimates NO2 by about 17 mu g m(-3) and PM2.5 by 35 mu g m(-3 )on average over fall-winter 2013. It reproduces the diurnal variability for both pollutants. For the day-to-day variation, GEOS-Chem reproduces the observed north-south contrasting mode for both pollutants but not the Eastern China synchronous mode (especially for NO2). The model errors are due to a first model layer too thick (about 130 m) to capture the near-surface vertical gradient, deficiencies in the nighttime nitrogen chemistry in the first layer, and missing secondary organic aerosols and anthropogenic dust. CMAQ overestimates the diurnal cycle of pollutants due to too-weak boundary layer mixing, especially in the nighttime, and overestimates NO2 by about 30 mu g m(-3) and PM2.5 by 60 mu g m(-3). For the day-to-day variability, CMAQ reproduces the observed Eastern China synchronous mode but not the north-south opposing mode of NO2. Both models capture the day-to-day variability of PM2.5 better than that of NO2. These results shed light on model improvement. The EOF-EEMD package is freely available for noncommercial uses.
引用
收藏
页码:12933 / 12952
页数:20
相关论文
共 57 条
  • [1] Weekly cycle of NO2 by GOME measurements:: a signature of anthropogenic sources
    Beirle, S
    Platt, U
    Wenig, M
    Wagner, T
    [J]. ATMOSPHERIC CHEMISTRY AND PHYSICS, 2003, 3 : 2225 - 2232
  • [2] Validation of urban NO2 concentrations and their diurnal and seasonal variations observed from the SCIAMACHY and OMI sensors using in situ surface measurements in Israeli cities
    Boersma, K. F.
    Jacob, D. J.
    Trainic, M.
    Rudich, Y.
    DeSmedt, I.
    Dirksen, R.
    Eskes, H. J.
    [J]. ATMOSPHERIC CHEMISTRY AND PHYSICS, 2009, 9 (12) : 3867 - 3879
  • [3] A 3-DIMENSIONAL EULERIAN ACID DEPOSITION MODEL - PHYSICAL CONCEPTS AND FORMULATION
    CHANG, JS
    BROST, RA
    ISAKSEN, ISA
    MADRONICH, S
    MIDDLETON, P
    STOCKWELL, WR
    WALCEK, CJ
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 1987, 92 (D12) : 14681 - 14700
  • [4] Diurnal, weekly and monthly spatial variations of air pollutants and air quality of Beijing
    Chen, Wei
    Tang, Hongzhao
    Zhao, Haimeng
    [J]. ATMOSPHERIC ENVIRONMENT, 2015, 119 : 21 - 34
  • [5] Increasing springtime ozone mixing ratios in the free troposphere over western North America
    Cooper, O. R.
    Parrish, D. D.
    Stohl, A.
    Trainer, M.
    Nedelec, P.
    Thouret, V.
    Cammas, J. P.
    Oltmans, S. J.
    Johnson, B. J.
    Tarasick, D.
    Leblanc, T.
    McDermid, I. S.
    Jaffe, D.
    Gao, R.
    Stith, J.
    Ryerson, T.
    Aikin, K.
    Campos, T.
    Weinheimer, A.
    Avery, M. A.
    [J]. NATURE, 2010, 463 (7279) : 344 - 348
  • [6] Rapid growth in nitrogen dioxide pollution over Western China, 2005-2013
    Cui, Yuanzheng
    Lin, Jintai
    Song, Chunqiao
    Liu, Mengyao
    Yan, Yingying
    Xu, Yuan
    Huang, Bo
    [J]. ATMOSPHERIC CHEMISTRY AND PHYSICS, 2016, 16 (10) : 6207 - 6221
  • [7] Fast Multidimensional Ensemble Empirical Mode Decomposition Using a Data Compression Technique
    Feng, Jiaxin
    Wu, Zhaohua
    Liu, Guosheng
    [J]. JOURNAL OF CLIMATE, 2014, 27 (10) : 3492 - 3504
  • [8] Global, regional, and national comparative risk assessment of 79 behavioural, environmental and occupational, and metabolic risks or clusters of risks in 188 countries, 1990-2013: a systematic analysis for the Global Burden of Disease Study 2013
    Forouzanfar, Mohammad H.
    Alexander, Lily
    Anderson, H. Ross
    Bachman, Victoria F.
    Biryukov, Stan
    Brauer, Michael
    Burnett, Richard
    Casey, Daniel
    Coates, Matthew M.
    Cohen, Aaron
    Delwiche, Kristen
    Estep, Kara
    Frostad, Joseph J.
    Astha, K. C.
    Kyu, Hmwe H.
    Moradi-Lakeh, Maziar
    Ng, Marie
    Slepak, Erica Leigh
    Thomas, Bernadette A.
    Wagner, Joseph
    Aasvang, Gunn Marit
    Abbafati, Cristiana
    Ozgoren, Ayse Abbasoglu
    Abd-Allah, Foad
    Abera, Semaw F.
    Aboyans, Victor
    Abraham, Biju
    Abraham, Jerry Puthenpurakal
    Abubakar, Ibrahim
    Abu-Rmeileh, Niveen M. E.
    Aburto, Tania C.
    Achoki, Tom
    Adelekan, Ademola
    Adofo, Koranteng
    Adou, Arsene K.
    Adsuar, Jose C.
    Afshin, Ashkan
    Agardh, Emilie E.
    Al Khabouri, Mazin J.
    Al Lami, Faris H.
    Alam, Sayed Saidul
    Alasfoor, Deena
    Albittar, Mohammed I.
    Alegretti, Miguel A.
    Aleman, Alicia V.
    Alemu, Zewdie A.
    Alfonso-Cristancho, Rafael
    Alhabib, Samia
    Ali, Raghib
    Ali, Mohammed K.
    [J]. LANCET, 2015, 386 (10010) : 2287 - 2323
  • [9] Carbonaceous aerosols in China: top-down constraints on primary sources and estimation of secondary contribution
    Fu, T. -M.
    Cao, J. J.
    Zhang, X. Y.
    Lee, S. C.
    Zhang, Q.
    Han, Y. M.
    Qu, W. J.
    Han, Z.
    Zhang, R.
    Wang, Y. X.
    Chen, D.
    Henze, D. K.
    [J]. ATMOSPHERIC CHEMISTRY AND PHYSICS, 2012, 12 (05) : 2725 - 2746
  • [10] Impact of spatial proxies on the representation of bottom-up emission inventories: A satellite-based analysis
    Geng, Guannan
    Zhang, Qiang
    Martin, Randall V.
    Lin, Jintai
    Huo, Hong
    Zheng, Bo
    Wang, Siwen
    He, Kebin
    [J]. ATMOSPHERIC CHEMISTRY AND PHYSICS, 2017, 17 (06) : 4131 - 4145