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遥感技术与应用  2016, Vol. 31 Issue (6): 1190-1200    DOI: 10.11873/j.issn.1004-0323.2016.6.1190
遥感应用     
遥感监测2005~2015年中国NO2时空特征及分析影响因素
周春艳,厉青,张丽娟,马鹏飞,陈辉,王中挺
(环境保护部卫星环境应用中心,北京 100094)
Spatio-temporal Change and Influencing Factors of Tropospheric NO2 Column Density of China during 2005~2015
Zhou Chunyan,Li Qing,Zhang Lijuan,Ma Pengfei,Chen Hui,Wang Zhongting
(Satellite Environmental Center,Ministry of Environmental Protection
of the People's Republic of China,Beijing 100094,China)
 全文: PDF(8464 KB)  
摘要:

基于OMI对流层NO2柱浓度产品研究了2005~2015年中国及各省(市、区)NO2时空变化及影响因素:①中国对流层NO2柱浓度2005~2009年波动较小,2010~2011年升幅较大,2012年较2011年有所下降,2013年与2012年持平,2014、2015年持续大幅下降;②中国NO2高浓度分布面积11年来变化显著,五级高浓度分布面积2005~2011年呈显著上升趋势,2011年面积最大为37.2万km2;2011~2013年波动较小;2014~2015年呈直线下降趋势,2015年降低到6.1万km2;③上海、天津两市对流层NO2柱浓度处于五级高浓度水平,其中上海是中国浓度最高的城市,山东是中国浓度最高的省;④对流层NO2柱浓度的变化与第二产业生产总值相关性很大,需要调整优化产业结构降低第二产业比重才能得到改善;长期依赖燃煤高污染的能源结构也是导致NO2浓度居高不下的一个重要原因,亟需开发新能源以替代煤燃料等各种办法;机动车保有量快速增加,汽车标准及油品跟不上国际发展水平,导致NO2排放量大增。

关键词: 对流层NO2柱浓度OMI遥感监测时空变化影响因素    
Abstract:

Based on satellite derived NO2 column data from OMI,the characteristics of spatial and temporal distribution of tropospheric NO2 column density and its impact factors over China during 2005~2015 is analysed.Results demonstrate:①Tropospheric NO2 column density had a small fluctuation during 2005\|2009,and had a larger increase during 2010~2011,and declined in 2012,and had a sharp drop during 2014~2015.②The area of the high tropospheric NO2 column density changed significantly during 2005~2015,the area of the highest level had been on the rise during 2005\|2011,and reached a peak with 37.2 million square kilometres in 2011,and kept stable during 2011~2013,and dropped sharply during 2014~2015,and shrunk to 6.1 million square kilometres in 2015.③ Tropospheric NO2 column density over Shanghai and Tianjin was highest and in the fifth level.Shanghai is the city with the highest NO2 concentration of China,and Shandong is the province with the highest concentration of China.④Pollution sources are determined by the industrial and energy structure to a large extent.Atmospheric environment should be improved by optimizing industrial structure to reduce the proportion of secondary industry.It is an important reason for high NO2 concentration that is long\|term dependence on the energy structure of coal high pollution,and is urgent to develop new energy to replace coal fuel.Other reasons for NO2 emissions increase are the rapid increase of the number of vehicles,and vehicle standards and oil dropping behind the international development level.

Key words: Tropospheric NO2 column density    OMI    Satellite remote sensing monitoring    Spatial-temporal change    Impact factors
收稿日期: 2016-02-23 出版日期: 2016-12-30
:  X 87  
基金资助:

高分辨率对地观测系统重大专项(05-Y20A16-9001-15/17),国家863计划项目(2014AA06A508)。

通讯作者: 张丽娟(1984-),女,四川绵阳人,硕士,工程师,主要从事遥感应用方面的研究。Email:zlj13021@126.com。   
作者简介: 周春艳(1981-),女,山东临沂人,博士,高级工程师,主要从事大气环境遥感研究。Email:mezhouchunyan@126.com。
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引用本文:

周春艳,厉青,张丽娟,马鹏飞,陈辉,王中挺. 遥感监测2005~2015年中国NO2时空特征及分析影响因素[J]. 遥感技术与应用, 2016, 31(6): 1190-1200.

Zhou Chunyan,Li Qing,Zhang Lijuan,Ma Pengfei,Chen Hui,Wang Zhongting. Spatio-temporal Change and Influencing Factors of Tropospheric NO2 Column Density of China during 2005~2015. Remote Sensing Technology and Application, 2016, 31(6): 1190-1200.

链接本文:

http://www.rsta.ac.cn/CN/10.11873/j.issn.1004-0323.2016.6.1190        http://www.rsta.ac.cn/CN/Y2016/V31/I6/1190

[1]Hao Jiming,Cheng Zhen,Wang Shuxiao.Study on the Situation,Prevention and Control Measures of Air Pollution in China[J].Environment Protection,2012,(9):17-20.[郝吉明,程真,王书肖.我国大气环境污染现状及防治措施研究[J].环境保护,2012,(9):17-20.]

[2]Zhang Qiang,Geng Guannan,Wang Siwen,et al.Satellite Remote Sensing of Changes in NOx Emissions over China:1996-2010[J].Chinese Science Bulletin,2012,57(16):1446 -1453.[张强,耿冠楠,王斯文,等.卫星遥感观测中国1996-2010年氮氧化物排放变化[J].科学通报,2012,57(16):1446-1453.]

[3]Wang Yueqi,Jiang Hong,Zhang Xiuying,et al.Temporal-spatial Distribution of Tropospheric NO2 in China Using OMI Satellite Remote Sensing Data[J].Research of Environmental Sciences,2009,22(8):932-937.[王跃启,江洪,张秀英,等.[J].基于OMI卫星遥感数据的中国对流层NO2时空分布.环境科学研究,2009,22(8):932-937.]

[4]Chen Shanshan,Shu Jiong,Xu Jianzhong.Tropospheric NO2 Pollution Analysis of Some Typical Cities in China[J].Resources and Environment in the Yangtze Basin,2010,19(12):1484-1490.[陈姗姗,束炯,徐建中.中国若干典型城市对流层NO2时空分布特征.长江流域资源与环境,2010,19(12):1484-1490.]

[5]Yao Ling,Lü Ning,Shi Huading.Study on Spatial-temporal Variations in Total NO2 Column Amounts over China Using SCIAMACHY Data[J].Research of Environmental Sciences,2012,25(4):419-424.[姚凌,吕宁,师华定.利用 SCIAMACHY遥感资料研究我国NO2柱浓度及其时空分布[J].环境科学研究,2012,25(4):419-424.] 

[6]Xiao Zhongyong,Jiang Hong,Cheng Miaomiao.Characteristics of Atmospheric NO2 over China Using OMI Remote Sensing Data[J].Acta Scientiae Circumstantiae,2011,31(10):2080-2090.[肖钟湧,江洪,程苗苗.利用OMI遥感数据研究中国区域大气NO2[J].环境科学学报,2011,31(10):2080-2090.]

[7]Wei Peng,Ren Zhenhai,Su Fuqing,et al.Seasonal Distribution and Cause Analysis of NO2 in China[J].Research of Environmental Sciences,2011,24(2):155-161.[尉鹏,任阵海,苏福庆,等.中国NO2的季节分布及成因分析[J].环境科学研究,2011,24(2):155-161.]

[8]Wei Peng,Wang Wenjie,Wu Hao,et al.Analysis of Monthly Variability and Polluting Sources of NO2 in China based on Satellite Remote Sensing[J].Journal of Environmental Engineering Technology,2013,3(4):331-336.[尉鹏,王文杰,吴昊,等.基于卫星遥感的中国NO2月际演变及污染源分析[J].环境工程技术学报,2013,3(4):331-336.]

[9]Zhang Xingying,Zhang Peng,Zhang Yan,et al.The Trend,Seasonal Cycle,and Sources of Tropospheric NO2 over China during 1997~2006 based on Satellite Measurement[J].Science in China Series D,2007,37(10):1409-1416.[张兴赢,张鹏,张艳,等.近10a中国对流层NO2的变化趋势、时空分布特征及其来源解析[J].中国科学(D辑:地球科学),2007,37(10):1409-1416.]

[10]Li Long,Shi Runhe,Chen Yuanyuan,et al.Spatio-temporal Characteristics of NO2 in China and the Anthropogenic Influences Analysis based on OMI Data[J].Journal of Geo-Information Science,2013,15(5):688-694.[李龙,施润和,陈圆圆,等.基于OMI数据的中国NO2时空分布与人类影响分析[J].地球信息科学学报,2013,15(5):688-694.]

[11]Gao Jinhui,Zhu Bin,Wang Yanzhe,et al.Distribution and Long-term Variation of Tropospheric NO2 over China during 2005 to 2013[J].China Environmental Science,2015,35(8):2307-2318.[高晋徽,朱彬,王言哲,等.2005~2013年中国地区对流层二氧化氮分布及变化趋势[J].中国环境科学,2015,35(8):2307-2318.]

[12]Yan Huanhuan,Zhang Xingying,Wang Weihe.Spatio-temporal Variations of NO2and SO2 over Global Region and China by OMI Observations during 2004-2014[J].Science and Technology Review,2015,33(17):41-51.[闫欢欢,张兴赢,王维和.卫星遥感监测全球和中国区域污染气体NO2和SO2时空空变化[J].科技导报,2015,33(17):41-51.]

[13]Nickolay A K,Chris A M,Can L,et al.Aura OMI Observations of Regional SO2 and NO2 Pollution Changes from 2005 to 2015[J].Atmospheric Chemistry and Physics,2016,16:4605-4629.

[14]Jiang Wenhua,Ma Jianzhong,Yan Peng,et al.Characterization of NO2 Pollution Changes in Beijing Using GOME Satellite Data[J].Journal of Applied Meteorological Science,2006,17(1):67-72.[江文华,马建中,颜鹏,等.利用GOME卫星资料分析北京大气NO2污染变化[J].应用气象学报,2006,17(1):67-72.]

[15]Li Lingjun,Wang Ying.The Characterization of NO2 Pollution in Beijing based on Satellite and Conventional Observation Data[J].Acta Scientiae Circumstantiae,2011,31(12):2762-2768.[李令军,王英.基于卫星遥感与地面监测分析北京大气NO2污染特征[J].环境科学学报,2011,31(12):2762-2768.] 

[16]Xin Mingwei.Study on Spatial and Temporal Change of Tropospheric NO2 Vertical Column Densities in Hebei Province Using OMI Remote Sensing Data[D].Shijiazhang:Hebei Normal University,2013.[辛名威.基于OMI遥感数据的河北省大气NO2垂直柱浓度时空变化研究[D].石家庄:河北师范大学,2013.]

[17]Zhou Chunyan,Li Qing,He Yingxia,et al.Spatial-temporal Change of Tropospheric NO2 Column Density and Its Impact Factors over Shandong Province during 2005~2014[J].China Environmental Science,2015,35(8):2281-2290.[周春艳,厉青,何颖霞,等.山东省近10年对流层NO2柱浓度时空变化及影响因素[J].中国环境科学,2015,35(8):2281-2290.][18]Wang Ying,Li Lingjun,Liu Yang.Characteristics of Atmospheric NO2 in the China and the Yangtze River Delta Analyzed by Satellite and Ground Observations[J].Environmental Science,2012,33(11):3685-3692.[王英,李令军,刘阳.中国与长三角区域大气NO2污染特征[J].环境科学,2012,33(11):3685-3692.]

[19]Zheng Xiaoxia,Li Linjun,Zhao Wenji,et al.Spatial and Temporal Characteristics of Atmospheric NO2 in the Beijing-Tianjin-Hebei Region[J].Ecology and Environmental Sciences,2014,23(12):1938-1945.[郑晓霞,李令军,赵文吉,等.京津冀地区大气NO2污染特征研究[J].生态环境学报,2014,23(12):1938-1945.]

[20]Zhou Chunyan,Li Qing,Wang Zhongting,et al.Spatio-temporal Trend and Changing Factors of Tropospheric NO2 Column Density in Beijing-Tianjin-Hebei Region from 2005 to 2014[J].Journal of Remote Sensing,2016,20(3):468-480.[周春艳,厉青,王中挺,等.2005~2014年京津冀对流层NO2柱浓度时空变化及影响因素[J].遥感学报,2016,20(3):468-480.][21]Zhou Chunyan,Wang Qiao,Li Qing,et al.Spatio-temporal Change and Influencing Factors of Tropospheric NO2 Column Density of Yangtze River Delta in the Decade[J].China Environmental Science,2016,(7):1921-1930.[周春艳,王桥,厉青,等.近10年长江三角洲对流层NO2柱浓度时空变化及影响因素[J].中国环境科学,2016,(7):1921-1930.]

[22]Zhou Chunyan,Gao Yanhua,Chen Hui,et al.Spatio-temporal Change and Comparison of Tropospheric NO2 Column Density over the Three Urban Agglomerations during the Period of“Twelfth Five-year”[J].Environment and Sustainable Development,2016,41(3):65-69.[周春艳,高彦华,陈辉,等.“十二五”期间三大城市群对流层NO2柱浓度时空变化及对比[J].环境与可持续发展,2016,41(3):65-69.]

[23]Wenig M O,Cede A M,Bucsela E J,et al.Validation of OMI Tropospheric NO2 Column Densities Using Direct-sun Mode Brewer Measurements at NASA Goddard Space Flight Center[J].Journal of Geophysical Research,2008,113.doi:10.1029/2007JD008988.

[24]Boersma K F,Jacob D J,Trainic M,et al.Validation of Urban NO2 Concentrations and Their Diurnal and Seasonal Variations Observed from Space (SCIAMACHY and OMI Sensors) Using in Situ Measurements in Israeli Cities[J].Atmospheric Chemistry and Physics,2009,9:3867-3879.

[25]Ma J Z,Beirle S,Jin J L,et al.Tropospheric NO2 Vertical Column Densities over Beijing:Results of the First Three Years of Ground-based MAX-DOAS Measurements (2008~2011) and Satellite Validation[J].Atmospheric Chemistry and Physics,2013,13:1547-1567.

[26]Burrows J P,Mark W,Michael B,et al.The Global Ozone Monitoring Experiment (GOME):Mission Concept and First Scientific Results[J].Journal of the Atmospheric Sciences,1999,56:151-175.

[27]Platt U,Perner D,Paetz H.Simultaneous Measurement of Atmospheric CH2O,O3 and NO2 by Differential Optical Absorption[J].Journal of Geophysical Research,1979,84(10):6329-6335.

[28]Tao Jinhua,Wang Zifeng,Han Dong,et al.Analysis of Crop Residue Burning and Tropospheric NO2 Vertical Column Density Retrieved from Satellite Remote Sensing in North China[J].China Environmental Science,2009,29(10):1016-1020.[陶金花,王子峰,韩冬,等.华北地区秸秆禁烧前后的NO2卫星遥感监测分析[J].中国环境科学,2009,29(10):1016-1020.]

[29]Zou Xuan.The Optimizing of Energy Structure and Economic Growth[J].Inquiry into Economic Issues,2010,(7):33-39.[邹璇.能源结构优化与经济增长[J].经济问题探索,2010,(7):33-39.]

[30]Wang Lili.Analysis of Influence of Exhaust Gas Discharged by Motor Vehicle on Atmospheric Environment and Research on Control of Exhaust Gas Discharged by Motor Vehicle in Lanzhou[D].Lanzhou:Lanzhou Jiaotong University,2013.[王莉莉.兰州市机动车尾气排放对大气环境影响分析及对策研究[D].兰州:兰州交通大学,2013.]

[31]The State Council.The Air Pollution Control Action Plan[EB/OL].(2013-9-10)[2016-02-22].http://www.gov.cn/zwgk/2013-09/12/content_2486773.htm.[国务院.大气污染防治行动计划[EB/OL].(2013-9-10)[2016-02-22].http://www.gov.cn/zwgk/2013-09/12/content_2486773.htm.]

[32]DIESELNET.European Union Emission Regulations[EB/OL].DieselNet,2015[2015-11-16].http://dieselnet.com/standards/eu/ld.php.

[33]Zhang Hefeng.A Laboratory Study on Emission Characteristics of Gaseous and Particulate Pollutants Emitted from Agricultural Crop Residue Burning in China[D].Shanghai:Fudan University,2009.[张鹤丰.中国农作物秸秆燃烧排放气态、颗粒态污染物排放特征的实验室模拟[D].上海:复旦大学,2009.]

[34]General Office of Ministry of Environmental Protection.Notification about the Stalk Burning Working Condition in Summer of 2015[R].Beijing:Ministry of Environmental Protection of the People’s Republic of China,2015.[环境保护部办公厅.关于2015年夏季秸秆焚烧污染防控工作情况的通报[R].北京:中华人民共和国环境保护部,2015.]


 


 


 

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