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Satellite-Observed Variations and Trends in Carbon Monoxide over Asia and Their Sensitivities to Biomass Burning. REMOTE SENSING 2020. [DOI: 10.3390/rs12050830] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
As the carbon monoxide (CO) total column over Asia is among the highest in the world, it is important to characterize its variations in space and time. Using Measurements of Pollution in the Troposphere (MOPITT) and Atmospheric InfraRed Sounder (AIRS) satellite data, the variations and trends in CO total column over Asia and its seven subregions during 2003–2017 are investigated in this study. The CO total column in Asia is higher in spring and winter than in summer and autumn. The seasonal maximum and minimum are in spring and summer respectively in the regional mean over Asia, varying between land and oceans, as well as among the subregions. The CO total column in Asia shows strong interannual variation, with a regional mean coefficient of variation of 5.8% in MOPITT data. From 2003 to 2017, the annual mean of CO total column over Asia decreased significantly at a rate of (0.58 ± 0.15)% per year (or −(0.11 ± 0.03) × 1017 molecules cm−2 per year) in MOPITT data, resulting from significant CO decreases in winter, summer, and spring. In most of the subregions, significant decreasing trends in CO total column are also observed, more obviously over areas with high CO total column, including eastern regions of China and the Sichuan Basin. The regional decreasing trends in these areas are over 1% per year. Over the entire Asia, and in fire-prone subregions including South Siberia, Indo-China Peninsula, and Indonesia, we found significant correlations between the MOPITT CO total column and the fire counts from the Moderate Resolution Imaging Spectroradiometer (MODIS). The variations in MODIS fire counts may explain 58%, 60%, 36%, and 71% of the interannual variation in CO total column in Asia and these three subregions, respectively. Over different land cover types, the variations in biomass burning may explain 62%, 52%, and 31% of the interannual variation in CO total column, respectively, over the forest, grassland, and shrubland in Asia. Extremes in CO total column in Asia can be largely explained by the extreme fire events, such as the fires over Siberia in 2003 and 2012 and over Indonesia in 2006 and 2015. The significant decreasing trends in MODIS fire counts inside and outside Asia suggest that global biomass burning may be a driver for the decreasing trend in CO total column in Asia, especially in spring. In general, the variations and trends in CO total column over Asia detected by AIRS are similar to but smaller than those by MOPITT. The two datasets show similar spatial and temporal variations in CO total column over Asia, with correlation coefficients of 0.86–0.98 in the annual means. This study shows that the interannual variation in atmospheric CO in Asia is sensitive to biomass burning, while the decreasing trend in atmospheric CO over Asia coincides with the decreasing trend in MODIS fire counts from 2003 to 2017.
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Worden HM, Deeter MN, Edwards DP, Gille JC, Drummond JR, Nédélec P. Observations of near-surface carbon monoxide from space using MOPITT multispectral retrievals. ACTA ACUST UNITED AC 2010. [DOI: 10.1029/2010jd014242] [Citation(s) in RCA: 123] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Hyer EJ, Allen DJ, Kasischke ES. Examining injection properties of boreal forest fires using surface and satellite measurements of CO transport. ACTA ACUST UNITED AC 2007. [DOI: 10.1029/2006jd008232] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Issartel JP, Sharan M, Modani M. An inversion technique to retrieve the source of a tracer with an application to synthetic satellite measurements. Proc Math Phys Eng Sci 2007. [DOI: 10.1098/rspa.2007.1877] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
An increasing number of satellites are being launched to observe the atmospheric concentrations of a variety of trace species. They cover a wide area at once and are expected to provide more extensive information than the rare ground-based concentration measurements. The paper introduces an adjoint technique to retrieve the emissions based on a recent concept of renormalization. This technique is used with a set of synthetic column-averaged measurements for an idealized satellite corresponding to a prescribed ground-level source. The Indian region is considered with two contrast meteorological conditions in the months of January and July, corresponding to winter and monsoon season. Since it is not feasible to handle a large volume of satellite data in the inversion due to the time involved in the computation of the matrices, a preprocessing is suggested to extract the manageable data set as a representative of the whole data.
Considering a limited number of observations, it is shown that the emissions are underestimated without and with the renormalization procedure. The degree of underestimation is relatively more with non-renormalized estimates. The non-renormalized estimate is degraded further by a refined resolution of the model, whereas the renormalized estimate is not altered appreciably. The preprocessing based on aggregation of data is found to retrieve the prescribed emissions up to 75% in the month of January and 90% in the month of July. The relatively computationally expensive renormalization may be avoided except in the case of partial visibility of the area of interest, due to cloud cover or a technical constraint. A simple criterion for the optimum design of a monitoring network is suggested.
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Affiliation(s)
- Jean-Pierre Issartel
- Centre d'Enseignement et de Recherche en Environnement AtmosphériqueUnité Mixte Ecole Nationale des Ponts et Chaussées—Electricité de France, 77455 Marne la Vallée Cedex 2, France
- Centre d'Etudes du Bouchet5, rue Lavoisier, BP 3, 91710 Vert le Petit Cedex, France
| | - Maithili Sharan
- Centre for Atmospheric Sciences, Indian Institute of Technology DelhiHauz Khas, New Delhi 110 016, India
| | - Manish Modani
- Centre for Atmospheric Sciences, Indian Institute of Technology DelhiHauz Khas, New Delhi 110 016, India
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Warner J, Comer MM, Barnet CD, McMillan WW, Wolf W, Maddy E, Sachse G. A comparison of satellite tropospheric carbon monoxide measurements from AIRS and MOPITT during INTEX-A. ACTA ACUST UNITED AC 2007. [DOI: 10.1029/2006jd007925] [Citation(s) in RCA: 69] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Liu J, Drummond JR, Jones DBA, Cao Z, Bremer H, Kar J, Zou J, Nichitiu F, Gille JC. Large horizontal gradients in atmospheric CO at the synoptic scale as seen by spaceborne Measurements of Pollution in the Troposphere. ACTA ACUST UNITED AC 2006. [DOI: 10.1029/2005jd006076] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Ho SP, Edwards DP, Gille JC, Chen J, Ziskin D, Francis GL, Deeter MN, Drummond JR. Estimates of 4.7 μm surface emissivity and their impact on the retrieval of tropospheric carbon monoxide by Measurements of Pollution in the Troposphere (MOPITT). ACTA ACUST UNITED AC 2005. [DOI: 10.1029/2005jd005946] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Tatem AJ, Goetz SJ, Hay SI. Terra and Aqua: new data for epidemiology and public health. ACTA ACUST UNITED AC 2004; 6:33-46. [PMID: 22545030 DOI: 10.1016/j.jag.2004.07.001] [Citation(s) in RCA: 50] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
Earth-observing satellites have only recently been exploited for the measurement of environmental variables of relevance to epidemiology and public health. Such work has relied on sensors with spatial, spectral and geometric constraints that have allowed large-area questions associated with the epidemiology of vector-borne diseases to be addressed. Moving from pretty maps to pragmatic control tools requires a suite of satellite-derived environmental data of higher fidelity, spatial resolution, spectral depth and at similar temporal resolutions to existing meteorological satellites. Information derived from sensors onboard the next generation of moderate-resolution Earth-observing sensors may provide the key. The MODIS and ASTER sensors onboard the Terra and Aqua platforms provide substantial improvements in spatial resolution, number of spectral channels, choices of bandwidths, radiometric calibration and a much-enhanced set of pre-processed and freely available products. These sensors provide an important advance in moderate-resolution remote sensing and the data available to those concerned with improving public health.
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Affiliation(s)
- Andrew J Tatem
- TALA Research Group, Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS, UK
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Emmons LK, Deeter MN, Gille JC, Edwards DP, Attié JL, Warner J, Ziskin D, Francis G, Khattatov B, Yudin V, Lamarque JF, Ho SP, Mao D, Chen JS, Drummond J, Novelli P, Sachse G, Coffey MT, Hannigan JW, Gerbig C, Kawakami S, Kondo Y, Takegawa N, Schlager H, Baehr J, Ziereis H. Validation of Measurements of Pollution in the Troposphere (MOPITT) CO retrievals with aircraft in situ profiles. ACTA ACUST UNITED AC 2004. [DOI: 10.1029/2003jd004101] [Citation(s) in RCA: 192] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- L. K. Emmons
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - M. N. Deeter
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - J. C. Gille
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - D. P. Edwards
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | | | - J. Warner
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - D. Ziskin
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - G. Francis
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - B. Khattatov
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - V. Yudin
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - J.-F. Lamarque
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - S.-P. Ho
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - D. Mao
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - J. S. Chen
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | | | - P. Novelli
- Climate Monitoring and Diagnostics Laboratory; National Oceanic and Atmospheric Administration; Boulder Colorado USA
| | - G. Sachse
- NASA Langley Research Center; Hampton Virginia USA
| | - M. T. Coffey
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - J. W. Hannigan
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - C. Gerbig
- Harvard University; Cambridge Massachusetts USA
| | - S. Kawakami
- Japan Aerospace Exploration Agency; Tsukuba Japan
| | - Y. Kondo
- University of Tokyo; Tokyo Japan
| | | | - H. Schlager
- Deutsches Zentrum Für Luft- und Raumfahrt (DLR); Germany
| | - J. Baehr
- Deutsches Zentrum Für Luft- und Raumfahrt (DLR); Germany
| | - H. Ziereis
- Deutsches Zentrum Für Luft- und Raumfahrt (DLR); Germany
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Deeter MN, Emmons LK, Francis GL, Edwards DP, Gille JC, Warner JX, Khattatov B, Ziskin D, Lamarque JF, Ho SP, Yudin V, Attie JL, Packman D, Chen J, Mao D, Drummond JR, Novelli P, Sachse G. Evaluation of operational radiances for the Measurements of Pollution in the Troposphere (MOPITT) instrument CO thermal band channels. ACTA ACUST UNITED AC 2004. [DOI: 10.1029/2003jd003970] [Citation(s) in RCA: 38] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- M. N. Deeter
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - L. K. Emmons
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - G. L. Francis
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - D. P. Edwards
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - J. C. Gille
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - J. X. Warner
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - B. Khattatov
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - D. Ziskin
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - J.-F. Lamarque
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - S.-P. Ho
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - V. Yudin
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - J.-L. Attie
- Laboratoire d'Aérologie; Observatoire Midi Pyrénées; Toulouse France
| | - D. Packman
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - J. Chen
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - D. Mao
- Atmospheric Chemistry Division; National Center for Atmospheric Research; Boulder Colorado USA
| | - James R. Drummond
- Department of Physics; University of Toronto; Toronto, Ontario Canada
| | - Paul Novelli
- Climate Monitoring and Diagnostics Laboratory; National Atmospheric and Oceanic Administration; Boulder Colorado USA
| | - Glen Sachse
- NASA Langley Research Center; Hampton Virginia USA
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Lamarque JF. Application of a bias estimator for the improved assimilation of Measurements of Pollution in the Troposphere (MOPITT) carbon monoxide retrievals. ACTA ACUST UNITED AC 2004. [DOI: 10.1029/2003jd004466] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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12
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Pfister G. Evaluation of CO simulations and the analysis of the CO budget for Europe. ACTA ACUST UNITED AC 2004. [DOI: 10.1029/2004jd004691] [Citation(s) in RCA: 64] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Deeter MN. Operational carbon monoxide retrieval algorithm and selected results for the MOPITT instrument. ACTA ACUST UNITED AC 2003. [DOI: 10.1029/2002jd003186] [Citation(s) in RCA: 327] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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