Satellite NO2 retrievals suggest China has exceeded its NOx reduction goals from the twelfth Five-Year Plan
Abstract
China’s twelfth Five-Year Plan included pollution control measures with a goal of reducing national emissions of nitrogen oxides (NOx) by 10% by 2015 compared with 2010. Multiple linear regression analysis was used on 11-year time series of all nitrogen dioxide (NO2) pixels from the Ozone Monitoring Instrument (OMI) over 18 NO2 hotspots in China. The regression analysis accounted for variations in meteorology, pixel resolution, seasonal effects, weekday variability and year-to-year variability. The NO2 trends suggested that there was an increase in NO2 columns in most areas from 2005 to around 2011 which was followed by a strong decrease continuing through 2015. The satellite results were in good agreement with the annual official NOx emission inventories which were available up until 2014. We show the value of evaluating trends in emission inventories using satellite retrievals. It further shows that recent control strategies were effective in reducing emissions and that recent economic transformations in China may be having an effect on NO2 columns. The satellite information for 2015 suggests that emissions have continued to decrease since the latest inventories available and have surpassed the goals of the twelfth Five-Year Plan.
- Authors:
-
- St. Louis Univ., MO (United States). Dept. of Earth and Atmospheric Sciences
- Argonne National Lab. (ANL), Argonne, IL (United States). Energy System Division
- Publication Date:
- Research Org.:
- Argonne National Laboratory (ANL), Argonne, IL (United States)
- Sponsoring Org.:
- USDOE Office of Fossil Energy (FE); National Aeronautics and Space Administration (NASA)
- OSTI Identifier:
- 1416744
- Grant/Contract Number:
- AC02-06CH11357
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Scientific Reports
- Additional Journal Information:
- Journal Volume: 6; Journal Issue: 1; Journal ID: ISSN 2045-2322
- Publisher:
- Nature Publishing Group
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; atmospheric chemistry; environmental impact
Citation Formats
de Foy, Benjamin, Lu, Zifeng, and Streets, David G. Satellite NO2 retrievals suggest China has exceeded its NOx reduction goals from the twelfth Five-Year Plan. United States: N. p., 2016.
Web. doi:10.1038/Srep35912.
de Foy, Benjamin, Lu, Zifeng, & Streets, David G. Satellite NO2 retrievals suggest China has exceeded its NOx reduction goals from the twelfth Five-Year Plan. United States. https://doi.org/10.1038/Srep35912
de Foy, Benjamin, Lu, Zifeng, and Streets, David G. Thu .
"Satellite NO2 retrievals suggest China has exceeded its NOx reduction goals from the twelfth Five-Year Plan". United States. https://doi.org/10.1038/Srep35912. https://www.osti.gov/servlets/purl/1416744.
@article{osti_1416744,
title = {Satellite NO2 retrievals suggest China has exceeded its NOx reduction goals from the twelfth Five-Year Plan},
author = {de Foy, Benjamin and Lu, Zifeng and Streets, David G.},
abstractNote = {China’s twelfth Five-Year Plan included pollution control measures with a goal of reducing national emissions of nitrogen oxides (NOx) by 10% by 2015 compared with 2010. Multiple linear regression analysis was used on 11-year time series of all nitrogen dioxide (NO2) pixels from the Ozone Monitoring Instrument (OMI) over 18 NO2 hotspots in China. The regression analysis accounted for variations in meteorology, pixel resolution, seasonal effects, weekday variability and year-to-year variability. The NO2 trends suggested that there was an increase in NO2 columns in most areas from 2005 to around 2011 which was followed by a strong decrease continuing through 2015. The satellite results were in good agreement with the annual official NOx emission inventories which were available up until 2014. We show the value of evaluating trends in emission inventories using satellite retrievals. It further shows that recent control strategies were effective in reducing emissions and that recent economic transformations in China may be having an effect on NO2 columns. The satellite information for 2015 suggests that emissions have continued to decrease since the latest inventories available and have surpassed the goals of the twelfth Five-Year Plan.},
doi = {10.1038/Srep35912},
journal = {Scientific Reports},
number = 1,
volume = 6,
place = {United States},
year = {Thu Oct 27 00:00:00 EDT 2016},
month = {Thu Oct 27 00:00:00 EDT 2016}
}
Web of Science
Works referenced in this record:
Reduction in NO x Emission Trends over China: Regional and Seasonal Variations
journal, November 2013
- Gu, Dasa; Wang, Yuhang; Smeltzer, Charles
- Environmental Science & Technology, Vol. 47, Issue 22
Sulfur dioxide and primary carbonaceous aerosol emissions in China and India, 1996–2010
journal, January 2011
- Lu, Z.; Zhang, Q.; Streets, D. G.
- Atmospheric Chemistry and Physics, Vol. 11, Issue 18
Benefits of China's efforts in gaseous pollutant control indicated by the bottom-up emissions and satellite observations 2000–2014
journal, July 2016
- Xia, Yinmin; Zhao, Yu; Nielsen, Chris P.
- Atmospheric Environment, Vol. 136
Nitrogen Oxides Emissions from Thermal Power Plants in China: Current Status and Future Predictions
journal, September 2013
- Tian, Hezhong; Liu, Kaiyun; Hao, Jiming
- Environmental Science & Technology, Vol. 47, Issue 19
China’s air pollution reduction efforts may result in an increase in surface ozone levels in highly polluted areas
journal, September 2015
- Anger, Annela; Dessens, Olivier; Xi, Fengming
- Ambio, Vol. 45, Issue 2
Fine particulate matter (PM2.5) in China at a city level
journal, October 2015
- Zhang, Yan-Lin; Cao, Fang
- Scientific Reports, Vol. 5, Issue 1
NO x emissions in China: historical trends and future perspectives
journal, January 2013
- Zhao, B.; Wang, S. X.; Liu, H.
- Atmospheric Chemistry and Physics, Vol. 13, Issue 19
Satellite measurements oversee China’s sulfur dioxide emission reductions from coal-fired power plants
journal, November 2015
- Wang, Siwen; Zhang, Qiang; Martin, Randall V.
- Environmental Research Letters, Vol. 10, Issue 11
Emissions estimation from satellite retrievals: A review of current capability
journal, October 2013
- Streets, David G.; Canty, Timothy; Carmichael, Gregory R.
- Atmospheric Environment, Vol. 77
Long-term changes of tropospheric NO 2 over megacities derived from multiple satellite instruments
journal, January 2013
- Hilboll, A.; Richter, A.; Burrows, J. P.
- Atmospheric Chemistry and Physics, Vol. 13, Issue 8
Near-real time retrieval of tropospheric NO<sub>2</sub> from OMI
journal, January 2007
- Boersma, K. F.; Eskes, H. J.; Veefkind, J. P.
- Atmospheric Chemistry and Physics, Vol. 7, Issue 8
Impacts of control strategies, the Great Recession and weekday variations on NO 2 columns above North American cities
journal, August 2016
- de Foy, Benjamin; Lu, Zifeng; Streets, David G.
- Atmospheric Environment, Vol. 138
Emission inventory and trends of NO x for China, 2000–2020
journal, June 2014
- Shi, Yun; Xia, Yin-feng; Lu, Bi-hong
- Journal of Zhejiang University SCIENCE A, Vol. 15, Issue 6
High-resolution inventory of technologies, activities, and emissions of coal-fired power plants in China from 1990 to 2010
journal, January 2015
- Liu, F.; Zhang, Q.; Tong, D.
- Atmospheric Chemistry and Physics, Vol. 15, Issue 23
Anthropogenic emissions of NO x over China: Reconciling the difference of inverse modeling results using GOME-2 and OMI measurements : INVERSE MODELING NOX EMISSION OVER CHINA
journal, June 2014
- Gu, Dasa; Wang, Yuhang; Smeltzer, Charles
- Journal of Geophysical Research: Atmospheres, Vol. 119, Issue 12
Rapid growth in nitrogen dioxide pollution over Western China, 2005–2013
journal, January 2015
- Cui, Y. -Z.; Lin, J. -T.; Song, C.
- Atmospheric Chemistry and Physics Discussions, Vol. 15, Issue 23
Primary air pollutant emissions of coal-fired power plants in China: Current status and future prediction
journal, November 2008
- Zhao, Y.; Wang, S.; Duan, L.
- Atmospheric Environment, Vol. 42, Issue 36
Origin of high particle number concentrations reaching the St. Louis, Midwest Supersite
journal, August 2015
- de Foy, Benjamin; Schauer, James J.
- Journal of Environmental Sciences, Vol. 34
A space-based, high-resolution view of notable changes in urban NO x pollution around the world (2005-2014) : NOTABLE CHANGES IN URBAN NO
journal, January 2016
- Duncan, Bryan N.; Lamsal, Lok N.; Thompson, Anne M.
- Journal of Geophysical Research: Atmospheres, Vol. 121, Issue 2
Satellite-Based Spatiotemporal Trends in PM 2.5 Concentrations: China, 2004–2013
journal, February 2016
- Ma, Zongwei; Hu, Xuefei; Sayer, Andrew M.
- Environmental Health Perspectives, Vol. 124, Issue 2
The ozone monitoring instrument
journal, May 2006
- Levelt, P. F.; van den Oord, G. H. J.; Dobber, M. R.
- IEEE Transactions on Geoscience and Remote Sensing, Vol. 44, Issue 5
Growth in NO x emissions from power plants in China: bottom-up estimates and satellite observations
journal, January 2012
- Wang, S. W.; Zhang, Q.; Streets, D. G.
- Atmospheric Chemistry and Physics, Vol. 12, Issue 10
Evaluation of OMI operational standard NO 2 column retrievals using in situ and surface-based NO 2 observations
journal, January 2014
- Lamsal, L. N.; Krotkov, N. A.; Celarier, E. A.
- Atmospheric Chemistry and Physics, Vol. 14, Issue 21
Sulfur dioxide emissions in China and sulfur trends in East Asia since 2000
journal, January 2010
- Lu, Z.; Streets, D. G.; Zhang, Q.
- Atmospheric Chemistry and Physics, Vol. 10, Issue 13
U.S. NO2 trends (2005–2013): EPA Air Quality System (AQS) data versus improved observations from the Ozone Monitoring Instrument (OMI)
journal, June 2015
- Lamsal, Lok N.; Duncan, Bryan N.; Yoshida, Yasuko
- Atmospheric Environment, Vol. 110
Aura OMI observations of regional SO 2 and NO 2 pollution changes from 2005 to 2015
journal, January 2016
- Krotkov, Nickolay A.; McLinden, Chris A.; Li, Can
- Atmospheric Chemistry and Physics, Vol. 16, Issue 7
An improved tropospheric NO 2 column retrieval algorithm for the Ozone Monitoring Instrument
journal, January 2011
- Boersma, K. F.; Eskes, H. J.; Dirksen, R. J.
- Atmospheric Measurement Techniques, Vol. 4, Issue 9
Changes in OMI tropospheric NO2 columns over Europe from 2004 to 2009 and the influence of meteorological variability
journal, January 2012
- Zhou, Yipin; Brunner, Dominik; Hueglin, Christoph
- Atmospheric Environment, Vol. 46
The challenge to NO x emission control for heavy-duty diesel vehicles in China
journal, January 2012
- Wu, Y.; Zhang, S. J.; Li, M. L.
- Atmospheric Chemistry and Physics, Vol. 12, Issue 19
The ERA-Interim reanalysis: configuration and performance of the data assimilation system
journal, April 2011
- Dee, D. P.; Uppala, S. M.; Simmons, A. J.
- Quarterly Journal of the Royal Meteorological Society, Vol. 137, Issue 656
The trend, seasonal cycle, and sources of tropospheric NO2 over China during 1997–2006 based on satellite measurement
journal, December 2007
- Zhang, XingYing; Zhang, Peng; Zhang, Yan
- Science in China Series D: Earth Sciences, Vol. 50, Issue 12
Asian emissions in 2006 for the NASA INTEX-B mission
journal, January 2009
- Zhang, Q.; Streets, D. G.; Carmichael, G. R.
- Atmospheric Chemistry and Physics, Vol. 9, Issue 14
Emission trends and source characteristics of SO2, NOx, PM10 and VOCs in the Pearl River Delta region from 2000 to 2009
journal, September 2013
- Lu, Qing; Zheng, Junyu; Ye, Siqi
- Atmospheric Environment, Vol. 76
An inventory of gaseous and primary aerosol emissions in Asia in the year 2000: AEROSOL EMISSION INVENTORY
journal, November 2003
- Streets, D. G.; Bond, T. C.; Carmichael, G. R.
- Journal of Geophysical Research: Atmospheres, Vol. 108, Issue D21
Cleaning China's air
journal, April 2012
- Zhang, Qiang; He, Kebin; Huo, Hong
- Nature, Vol. 484, Issue 7393
NO x emission trends for China, 1995–2004: The view from the ground and the view from space
journal, January 2007
- Zhang, Qiang; Streets, David G.; He, Kebin
- Journal of Geophysical Research, Vol. 112, Issue D22
Source apportionment of carbon monoxide over India: a quantitative analysis using MOZART-4
journal, October 2020
- Yarragunta, Yesobu; Srivastava, Shuchita; Mitra, Debashis
- Environmental Science and Pollution Research, Vol. 28, Issue 7
Rapid growth in nitrogen dioxide pollution over Western China, 2005–2013
journal, January 2016
- Cui, Yuanzheng; Lin, Jintai; Song, Chunqiao
- Atmospheric Chemistry and Physics, Vol. 16, Issue 10
The challenge to NOx emission control for heavy-duty diesel vehicles in China
journal, July 2012
- Wu, Y.; Zhang, S. J.; Li, M. L.
- Atmospheric Chemistry and Physics Discussions
High-resolution inventory of technologies, activities, and emissions of coal-fired power plants in China from 1990 to 2010
journal, January 2015
- Liu, F.; Zhang, Q.; Tong, D.
- Atmospheric Chemistry and Physics Discussions, Vol. 15, Issue 13
Asian emissions in 2006 for the NASA INTEX-B mission
journal, January 2009
- Zhang, Q.; Streets, D. G.; Carmichael, G. R.
- Atmospheric Chemistry and Physics Discussions, Vol. 9, Issue 1
Works referencing / citing this record:
Satellite UV-Vis spectroscopy: implications for air quality trends and their driving forces in China during 2005–2017
journal, November 2019
- Zhang, Chengxin; Liu, Cheng; Hu, Qihou
- Light: Science & Applications, Vol. 8, Issue 1
Characterization of ozone in the lower troposphere during the 2016 G20 conference in Hangzhou
journal, December 2017
- Su, Wenjing; Liu, Cheng; Hu, Qihou
- Scientific Reports, Vol. 7, Issue 1
Change in household fuels dominates the decrease in PM 2.5 exposure and premature mortality in China in 2005–2015
journal, November 2018
- Zhao, Bin; Zheng, Haotian; Wang, Shuxiao
- Proceedings of the National Academy of Sciences, Vol. 115, Issue 49
Long-term trends in the total columns of ozone and its precursor gases derived from satellite measurements during 2004–2015 over three different regions in South Asia: Indo-Gangetic Plain, Himalayas and Tibetan Plateau
journal, May 2018
- Rupakheti, Dipesh; Kang, Shichang; Rupakheti, Maheswar
- International Journal of Remote Sensing, Vol. 39, Issue 21
Temporal Analysis of OMI-Observed Tropospheric NO2 Columns over East Asia during 2006–2015
journal, October 2019
- Han, Kyung M.
- Atmosphere, Vol. 10, Issue 11
Evaluation of China’s Environmental Pressures Based on Satellite NO2 Observation and the Extended STIRPAT Model
journal, April 2019
- Cui, Yuanzheng; Jiang, Lei; Zhang, Weishi
- International Journal of Environmental Research and Public Health, Vol. 16, Issue 9
Pollution Trends in China from 2000 to 2017: A Multi-Sensor View from Space
journal, January 2020
- Li, Jing
- Remote Sensing, Vol. 12, Issue 2
Characteristics and Trends of Ambient Ozone and Nitrogen Oxides at Urban, Suburban, and Rural Sites from 2011 to 2017 in Shenzhen, China
journal, December 2018
- Huang, Dian; Li, Qinglan; Wang, Xiaoxue
- Sustainability, Vol. 10, Issue 12
Intercomparison of NOx emission inventories over East Asia
journal, January 2017
- Ding, Jieying; Miyazaki, Kazuyuki; van der A., Ronald Johannes
- Atmospheric Chemistry and Physics, Vol. 17, Issue 16
A high-resolution and observationally constrained OMI NO 2 satellite retrieval
journal, January 2017
- Goldberg, Daniel L.; Lamsal, Lok N.; Loughner, Christopher P.
- Atmospheric Chemistry and Physics, Vol. 17, Issue 18
Chemical composition of ambient PM 2. 5 over China and relationship to precursor emissions during 2005–2012
journal, January 2017
- Geng, Guannan; Zhang, Qiang; Tong, Dan
- Atmospheric Chemistry and Physics, Vol. 17, Issue 14
Multi-year monitoring of atmospheric total gaseous mercury at a remote high-altitude site (Nam Co, 4730 m a.s.l.) in the inland Tibetan Plateau region
journal, January 2018
- Yin, Xiufeng; Kang, Shichang; de Foy, Benjamin
- Atmospheric Chemistry and Physics, Vol. 18, Issue 14
Changes in the aerosol direct radiative forcing from 2001 to 2015: observational constraints and regional mechanisms
journal, January 2018
- Paulot, Fabien; Paynter, David; Ginoux, Paul
- Atmospheric Chemistry and Physics, Vol. 18, Issue 17
Trends in China's anthropogenic emissions since 2010 as the consequence of clean air actions
journal, January 2018
- Zheng, Bo; Tong, Dan; Li, Meng
- Atmospheric Chemistry and Physics, Vol. 18, Issue 19
The Ozone Monitoring Instrument: overview of 14 years in space
journal, January 2018
- Levelt, Pieternel F.; Joiner, Joanna; Tamminen, Johanna
- Atmospheric Chemistry and Physics, Vol. 18, Issue 8
Fine particulate matter (PM 2.5 ) trends in China, 2013–2018: separating contributions from anthropogenic emissions and meteorology
journal, January 2019
- Zhai, Shixian; Jacob, Daniel J.; Wang, Xuan
- Atmospheric Chemistry and Physics, Vol. 19, Issue 16
A top-down assessment using OMI NO 2 suggests an underestimate in the NO x emissions inventory in Seoul, South Korea, during KORUS-AQ
journal, January 2019
- Goldberg, Daniel L.; Saide, Pablo E.; Lamsal, Lok N.
- Atmospheric Chemistry and Physics, Vol. 19, Issue 3
Trends and trend reversal detection in 2 decades of tropospheric NO2 satellite observations
journal, January 2019
- Georgoulias, Aristeidis K.; van der A., Ronald J.; Stammes, Piet
- Atmospheric Chemistry and Physics, Vol. 19, Issue 9
The unintended consequence of SO2 and NO2 regulations over China: increase of ammonia levels and impact on PM2.5 concentrations
journal, January 2019
- Lachatre, Mathieu; Fortems-Cheiney, Audrey; Foret, Gilles
- Atmospheric Chemistry and Physics, Vol. 19, Issue 10
The version 3 OMI NO 2 standard product
journal, January 2017
- Krotkov, Nickolay A.; Lamsal, Lok N.; Celarier, Edward A.
- Atmospheric Measurement Techniques, Vol. 10, Issue 9
Comparing OMI-based and EPA AQS in situ NO2 trends: towards understanding surface NOx emission changes
journal, January 2018
- Zhang, Ruixiong; Wang, Yuhang; Smeltzer, Charles
- Atmospheric Measurement Techniques, Vol. 11, Issue 7
Cleaning up the air: effectiveness of air quality policy for SO 2 and NO x emissions in China
journal, January 2017
- van der A., Ronald J.; Mijling, Bas; Ding, Jieying
- Atmospheric Chemistry and Physics, Vol. 17, Issue 3
Intercomparison of NOx emission inventories over East Asia
journal, April 2017
- Ding, Jieying; Miyazaki, Kazuyuki; van der A., Ronald Johannes
- Atmospheric Chemistry and Physics Discussions
Long-term trends in the total columns of ozone and its precursor gases derived from satellite measurements during 2004–2015 over three different regions in South Asia: Indo-Gangetic Plain, Himalayas and Tibetan Plateau
text, January 2018
- Rupakheti, Dipesh; Kang, Shichang; Rupakheti, Maheswar
- Taylor & Francis