Reconciliation of asynchronous satellite-based $$\mathrm{NO_2}$$ and $$\mathrm{XCO_2}$$ enhancements with mesoscale modeling over two urban landscapes
Abstract
Fossil fuel carbon dioxide (CO2ff), the main driver of global warming and climate change, is often co-emitted with nitrogen oxides (NOx) and precursors to ground-level ozone from anthropogenic sources like power plants or vehicles. In urban and suburban areas, satellite-based NO2 can be used as a proxy to track the emissions of CO2ff. Because of NO2’s shorter lifetime, urban NO2 plumes are more distinguishable from backgrounds and more sensitive to variations in emissions. However, the combination of these two gases is limited by the asynchrony among NO2 and CO2 monitoring satellites. We used CO2ff simulated by the Weather Research and Forecasting model coupled with Chemistry (WRF-Chem) model to reconcile the tropospheric NO2 vertical column density (VCD) from the Tropospheric Monitoring Instrument (TROPOMI) and column-averaged dry-air mole fractions of carbon dioxide enhancements (ΔXCO2) from Orbiting Carbon Observatory 3 (OCO-3) Snapshot Area Maps (SAMs) over a multicity area, Washington D.C.-Baltimore (DC-Balt), and a basin city, Mexico City. NO2/CO2ff ratios over DC-Balt are smaller than Mexico City, indicative of stricter emission restrictions, a more combustion-efficient vehicle fleet, and higher combustion efficiency due to lower altitude in DC-Balt. For single-track cases, the spatial correlations between NO2 and ΔXCO2 over Mexico City are stronger thanmore »
- Authors:
-
- Pennsylvania State University, University Park, PA (United States); Johns Hopkins University, Baltimore, MD (United States)
- Pennsylvania State University, University Park, PA (United States); Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
- University Paris-Saclay, Gif-sur-Yvette (France)
- University Nacional Autonoma de Mexico (UNAM), Mexico City (Mexico)
- University Paris-Saclay, Gif-sur-Yvette (France); University of Reims-Champagne Ardenne, Reims (France)
- Publication Date:
- Research Org.:
- Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
- Sponsoring Org.:
- USDOE; National Aeronautics and Space Administration; National Council of Science and Technology (CONACYT); Mexico City's Regional Carbon Impacts (MERCI-CO2); Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México (DGAPA-UNAM)
- OSTI Identifier:
- 1893830
- Report Number(s):
- PNNL-SA-176357
Journal ID: ISSN 0034-4257
- Grant/Contract Number:
- AC05-76RL01830; 80NSSC18K1313; 80NSSC19k0093; 80HQTR21T0070; 290589; ANR-17-CE04-0013-01
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Remote Sensing of Environment
- Additional Journal Information:
- Journal Volume: 281; Journal ID: ISSN 0034-4257
- Publisher:
- Elsevier
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; OCO-3 SAMs; TROPOMI; WRF-Chem; Washington D.C.-Baltimore; Mexico City
Citation Formats
Lei, Ruixue, Feng, Sha, Xu, Yang, Tran, Sophie, Ramonet, Michel, Grutter, Michel, Garcia, Agustin, Campos-Pineda, Mixtli, and Lauvaux, Thomas. Reconciliation of asynchronous satellite-based $\mathrm{NO_2}$ and $\mathrm{XCO_2}$ enhancements with mesoscale modeling over two urban landscapes. United States: N. p., 2022.
Web. doi:10.1016/j.rse.2022.113241.
Lei, Ruixue, Feng, Sha, Xu, Yang, Tran, Sophie, Ramonet, Michel, Grutter, Michel, Garcia, Agustin, Campos-Pineda, Mixtli, & Lauvaux, Thomas. Reconciliation of asynchronous satellite-based $\mathrm{NO_2}$ and $\mathrm{XCO_2}$ enhancements with mesoscale modeling over two urban landscapes. United States. https://doi.org/10.1016/j.rse.2022.113241
Lei, Ruixue, Feng, Sha, Xu, Yang, Tran, Sophie, Ramonet, Michel, Grutter, Michel, Garcia, Agustin, Campos-Pineda, Mixtli, and Lauvaux, Thomas. Tue .
"Reconciliation of asynchronous satellite-based $\mathrm{NO_2}$ and $\mathrm{XCO_2}$ enhancements with mesoscale modeling over two urban landscapes". United States. https://doi.org/10.1016/j.rse.2022.113241. https://www.osti.gov/servlets/purl/1893830.
@article{osti_1893830,
title = {Reconciliation of asynchronous satellite-based $\mathrm{NO_2}$ and $\mathrm{XCO_2}$ enhancements with mesoscale modeling over two urban landscapes},
author = {Lei, Ruixue and Feng, Sha and Xu, Yang and Tran, Sophie and Ramonet, Michel and Grutter, Michel and Garcia, Agustin and Campos-Pineda, Mixtli and Lauvaux, Thomas},
abstractNote = {Fossil fuel carbon dioxide (CO2ff), the main driver of global warming and climate change, is often co-emitted with nitrogen oxides (NOx) and precursors to ground-level ozone from anthropogenic sources like power plants or vehicles. In urban and suburban areas, satellite-based NO2 can be used as a proxy to track the emissions of CO2ff. Because of NO2’s shorter lifetime, urban NO2 plumes are more distinguishable from backgrounds and more sensitive to variations in emissions. However, the combination of these two gases is limited by the asynchrony among NO2 and CO2 monitoring satellites. We used CO2ff simulated by the Weather Research and Forecasting model coupled with Chemistry (WRF-Chem) model to reconcile the tropospheric NO2 vertical column density (VCD) from the Tropospheric Monitoring Instrument (TROPOMI) and column-averaged dry-air mole fractions of carbon dioxide enhancements (ΔXCO2) from Orbiting Carbon Observatory 3 (OCO-3) Snapshot Area Maps (SAMs) over a multicity area, Washington D.C.-Baltimore (DC-Balt), and a basin city, Mexico City. NO2/CO2ff ratios over DC-Balt are smaller than Mexico City, indicative of stricter emission restrictions, a more combustion-efficient vehicle fleet, and higher combustion efficiency due to lower altitude in DC-Balt. For single-track cases, the spatial correlations between NO2 and ΔXCO2 over Mexico City are stronger than DC-Balt because the NO2 and CO2 are mostly trapped in the valley of Mexico City, while DC-Balt is severely affected by distant sources (i.e., US East Coast cities). Using multi-track averaging, spatial correlation coefficients increase with the number of days used for averaging. The correlations reached a maximum when averaging >12 continuous images for DC-Balt and > 10 continuous images for Mexico City. This finding indicates that multi-track averaging using modeled CO2ff as a proxy is helpful to filter the noise in single-track images, to cancel the interference from distant sources, and to magnify correlations between NO2 and CO2ff. Mexico City showed stronger spatial correlations but weaker temporal correlations than DC-Balt due to biomass burning hot spots and large transport errors caused by the trapping effects of the surrounding mountains. Tracking the 20-day moving average of CO2ff emissions using TROPOMI NO2 seems technically feasible, considering the relationship between correlation coefficients and the number of available satellite images.},
doi = {10.1016/j.rse.2022.113241},
journal = {Remote Sensing of Environment},
number = ,
volume = 281,
place = {United States},
year = {Tue Sep 13 00:00:00 EDT 2022},
month = {Tue Sep 13 00:00:00 EDT 2022}
}
Works referenced in this record:
The Open-source Data Inventory for Anthropogenic CO 2 , version 2016 (ODIAC2016): a global monthly fossil fuel CO 2 gridded emissions data product for tracer transport simulations and surface flux inversions
journal, January 2018
- Oda, Tomohiro; Maksyutov, Shamil; Andres, Robert J.
- Earth System Science Data, Vol. 10, Issue 1
Evaluating Sentinel-5P TROPOMI tropospheric NO2 column densities with airborne and Pandora spectrometers near New York City and Long Island Sound
journal, January 2020
- Judd, Laura M.; Al-Saadi, Jassim A.; Szykman, James J.
- Atmospheric Measurement Techniques, Vol. 13, Issue 11
Quantifying CO 2 Emissions From Individual Power Plants From Space
journal, October 2017
- Nassar, Ray; Hill, Timothy G.; McLinden, Chris A.
- Geophysical Research Letters, Vol. 44, Issue 19
An assessment of emission characteristics of Northern Hemisphere cities using spaceborne observations of CO2, CO, and NO2
journal, March 2021
- Park, Hayoung; Jeong, Sujong; Park, Hoonyoung
- Remote Sensing of Environment, Vol. 254
Using Space‐Based Observations and Lagrangian Modeling to Evaluate Urban Carbon Dioxide Emissions in the Middle East
journal, April 2020
- Yang, Emily G.; Kort, Eric A.; Wu, Dien
- Journal of Geophysical Research: Atmospheres, Vol. 125, Issue 7
The ERA5 global reanalysis
journal, June 2020
- Hersbach, Hans; Bell, Bill; Berrisford, Paul
- Quarterly Journal of the Royal Meteorological Society, Vol. 146, Issue 730
Catalog of NO<sub><i>x</i></sub> emissions from point sources as derived from the divergence of the NO<sub>2</sub> flux for TROPOMI
journal, June 2021
- Beirle, Steffen; Borger, Christian; Dörner, Steffen
- Earth System Science Data, Vol. 13, Issue 6
Near-real-time monitoring of global CO2 emissions reveals the effects of the COVID-19 pandemic
journal, October 2020
- Liu, Zhu; Ciais, Philippe; Deng, Zhu
- Nature Communications, Vol. 11, Issue 1
Towards monitoring localized CO 2 emissions from space: co-located regional CO 2 and NO 2 enhancements observed by the OCO-2 and S5P satellites
journal, January 2019
- Reuter, Maximilian; Buchwitz, Michael; Schneising, Oliver
- Atmospheric Chemistry and Physics, Vol. 19, Issue 14
Fully coupled “online” chemistry within the WRF model
journal, December 2005
- Grell, Georg A.; Peckham, Steven E.; Schmitz, Rainer
- Atmospheric Environment, Vol. 39, Issue 37
Co-Benefits of CO2 Mitigation for NOX Emission Reduction: A Research Based on the DICE Model
journal, April 2018
- Xie, Xi; Weng, Yuwei; Cai, Wenjia
- Sustainability, Vol. 10, Issue 4
High accuracy measurements of dry mole fractions of carbon dioxide and methane in humid air
journal, January 2013
- Rella, C. W.; Chen, H.; Andrews, A. E.
- Atmospheric Measurement Techniques, Vol. 6, Issue 3
Far-field biogenic and anthropogenic emissions as a dominant source of variability in local urban carbon budgets: A global high-resolution model study with implications for satellite remote sensing
journal, September 2021
- Schuh, Andrew E.; Otte, Martin; Lauvaux, Thomas
- Remote Sensing of Environment, Vol. 262
Sentinel-5P TROPOMI NO<sub>2</sub> retrieval: impact of version v2.2 improvements and comparisons with OMI and ground-based data
journal, April 2022
- van Geffen, Jos; Eskes, Henk; Compernolle, Steven
- Atmospheric Measurement Techniques, Vol. 15, Issue 7
The Impact of COVID‐19 on CO
2
Emissions in the Los Angeles and Washington DC/Baltimore Metropolitan Areas
journal, June 2021
- Yadav, Vineet; Ghosh, Subhomoy; Mueller, Kimberly
- Geophysical Research Letters, Vol. 48, Issue 11
Long-term urban carbon dioxide observations reveal spatial and temporal dynamics related to urban characteristics and growth
journal, March 2018
- Mitchell, Logan E.; Lin, John C.; Bowling, David R.
- Proceedings of the National Academy of Sciences, Vol. 115, Issue 12
High-resolution mapping of combustion processes and implications for CO 2 emissions
journal, January 2013
- Wang, R.; Tao, S.; Ciais, P.
- Atmospheric Chemistry and Physics, Vol. 13, Issue 10
Urban-focused satellite CO2 observations from the Orbiting Carbon Observatory-3: A first look at the Los Angeles megacity
journal, June 2021
- Kiel, Matthäus; Eldering, Annmarie; Roten, Dustin D.
- Remote Sensing of Environment, Vol. 258
A new evaluation of the uncertainty associated with CDIAC estimates of fossil fuel carbon dioxide emission
journal, January 2014
- Andres, Robert J.; Boden, Thomas A.; Higdon, David
- Tellus B: Chemical and Physical Meteorology, Vol. 66, Issue 1
Enhanced Capabilities of TROPOMI NO 2 : Estimating NO X from North American Cities and Power Plants
journal, October 2019
- Goldberg, Daniel L.; Lu, Zifeng; Streets, David G.
- Environmental Science & Technology, Vol. 53, Issue 21
Constraining Fossil Fuel CO 2 Emissions From Urban Area Using OCO‐2 Observations of Total Column CO 2
journal, April 2020
- Ye, Xinxin; Lauvaux, Thomas; Kort, Eric A.
- Journal of Geophysical Research: Atmospheres, Vol. 125, Issue 8
Carbon Monitor, a near-real-time daily dataset of global CO2 emission from fossil fuel and cement production
journal, November 2020
- Liu, Zhu; Ciais, Philippe; Deng, Zhu
- Scientific Data, Vol. 7, Issue 1
Tracking NO2 emission from thermal power plants in North India using TROPOMI data
journal, August 2021
- Saw, Gautam Kumar; Dey, Sagnik; Kaushal, Hemant
- Atmospheric Environment, Vol. 259
Fossil fuel CO2 emissions over metropolitan areas from space: A multi-model analysis of OCO-2 data over Lahore, Pakistan
journal, October 2021
- Lei, Ruixue; Feng, Sha; Danjou, Alexandre
- Remote Sensing of Environment, Vol. 264
Comparison of air pollutant emissions among mega-cities
journal, December 2009
- Parrish, David D.; Kuster, William C.; Shao, Min
- Atmospheric Environment, Vol. 43, Issue 40
TROPOMI NO 2 in the United States: A Detailed Look at the Annual Averages, Weekly Cycles, Effects of Temperature, and Correlation With Surface NO 2 Concentrations
journal, April 2021
- Goldberg, Daniel L.; Anenberg, Susan C.; Kerr, Gaige Hunter
- Earth's Future, Vol. 9, Issue 4
Quantification of nitrogen oxides emissions from build-up of pollution over Paris with TROPOMI
journal, December 2019
- Lorente, A.; Boersma, K. F.; Eskes, H. J.
- Scientific Reports, Vol. 9, Issue 1
Greenhouse gas observations from the Northeast Corridor tower network
journal, March 2020
- Karion, Anna; Callahan, William; Stock, Michael
- Earth System Science Data, Vol. 12, Issue 1
Estimating power plant CO 2 emission using OCO-2 XCO 2 and high resolution WRF-Chem simulations
journal, July 2019
- Zheng, Tao; Nassar, Ray; Baxter, Martin
- Environmental Research Letters, Vol. 14, Issue 8
Pursuing air pollutant co-benefits of CO 2 mitigation in China: A provincial leveled analysis
journal, April 2015
- Dong, Huijuan; Dai, Hancheng; Dong, Liang
- Applied Energy, Vol. 144
MIX: a mosaic Asian anthropogenic emission inventory under the international collaboration framework of the MICS-Asia and HTAP
journal, January 2017
- Li, Meng; Zhang, Qiang; Kurokawa, Jun-ichi
- Atmospheric Chemistry and Physics, Vol. 17, Issue 2
Atmospheric measurements of ratios between CO 2 and co-emitted species from traffic: a tunnel study in the Paris megacity
journal, January 2014
- Ammoura, L.; Xueref-Remy, I.; Gros, V.
- Atmospheric Chemistry and Physics, Vol. 14, Issue 23
Siting Background Towers to Characterize Incoming Air for Urban Greenhouse Gas Estimation: A Case Study in the Washington, DC/Baltimore Area
journal, March 2018
- Mueller, K.; Yadav, V.; Lopez‐Coto, I.
- Journal of Geophysical Research: Atmospheres, Vol. 123, Issue 5
CO, NO x and 13 CO 2 as tracers for fossil fuel CO 2 : results from a pilot study in Paris during winter 2010
journal, January 2013
- Lopez, M.; Schmidt, M.; Delmotte, M.
- Atmospheric Chemistry and Physics, Vol. 13, Issue 15
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
Constraining the CO 2 budget of the corn belt: exploring uncertainties from the assumptions in a mesoscale inverse system
journal, January 2012
- Lauvaux, T.; Schuh, A. E.; Uliasz, M.
- Atmospheric Chemistry and Physics, Vol. 12, Issue 1
Multiannual changes of CO 2 emissions in China: indirect estimates derived from satellite measurements of tropospheric NO 2 columns
journal, January 2013
- Berezin, E. V.; Konovalov, I. B.; Ciais, P.
- Atmospheric Chemistry and Physics, Vol. 13, Issue 18
Advances in quantifying power plant CO2 emissions with OCO-2
journal, October 2021
- Nassar, Ray; Mastrogiacomo, Jon-Paul; Bateman-Hemphill, William
- Remote Sensing of Environment, Vol. 264
Detectability of CO2 emission plumes of cities and power plants with the Copernicus Anthropogenic CO2 Monitoring (CO2M) mission
journal, January 2019
- Kuhlmann, Gerrit; Broquet, Grégoire; Marshall, Julia
- Atmospheric Measurement Techniques, Vol. 12, Issue 12
Sustainable passenger road transport scenarios to reduce fuel consumption, air pollutants and GHG (greenhouse gas) emissions in the Mexico City Metropolitan Area
journal, March 2014
- Chavez-Baeza, Carlos; Sheinbaum-Pardo, Claudia
- Energy, Vol. 66
OCO-3 early mission operations and initial (vEarly) XCO2 and SIF retrievals
journal, December 2020
- Taylor, Thomas E.; Eldering, Annmarie; Merrelli, Aronne
- Remote Sensing of Environment, Vol. 251
China CO2 emission accounts 1997–2015
journal, January 2018
- Shan, Yuli; Guan, Dabo; Zheng, Heran
- Scientific Data, Vol. 5, Issue 1
Satellite-based estimates of decline and rebound in China’s CO 2 emissions during COVID-19 pandemic
journal, December 2020
- Zheng, Bo; Geng, Guannan; Ciais, Philippe
- Science Advances, Vol. 6, Issue 49
The OCO-3 mission: measurement objectives and expected performance based on 1 year of simulated data
journal, January 2019
- Eldering, Annmarie; Taylor, Thomas E.; O'Dell, Christopher W.
- Atmospheric Measurement Techniques, Vol. 12, Issue 4
Impacts of anthropogenic and natural NOx sources over the U.S. on tropospheric chemistry
journal, January 2003
- Zhang, R.; Tie, X.; Bond, D. W.
- Proceedings of the National Academy of Sciences, Vol. 100, Issue 4
Air pollution reduction and climate co-benefits in China’s industries
journal, January 2021
- Qian, Haoqi; Xu, Shaodan; Cao, Jing
- Nature Sustainability, Vol. 4, Issue 5
Decreasing emissions of NOx relative to CO2 in East Asia inferred from satellite observations
journal, September 2014
- Reuter, M.; Buchwitz, M.; Hilboll, A.
- Nature Geoscience, Vol. 7, Issue 11