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Wargan K, Labow G, Frith S, Pawson S, Livesey N, Partyka G. Evaluation of the Ozone Fields in NASA's MERRA-2 Reanalysis. JOURNAL OF CLIMATE 2017; 30. [PMID: 29527096 PMCID: PMC5842360 DOI: 10.1175/jcli-d-16-0699.1] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
We describe and assess the quality of the assimilated ozone product from the Modern-Era Retrospective Analysis for Research and Applications, Version 2 (MERRA-2) produced at NASA's Global Modeling and Assimilation Office (GMAO) spanning the time period from 1980 to present. MERRA-2 assimilates partial column ozone retrievals from a series of Solar Backscatter Ultraviolet (SBUV) radiometers on NASA and NOAA spacecraft between January 1980 and September 2004; starting in October 2004 retrieved ozone profiles from the Microwave Limb Sounder (MLS) and total column ozone from the Ozone Monitoring Instrument on NASA's EOS Aura satellite are assimilated. We compare the MERRA-2 ozone with independent satellite and ozonesonde data focusing on the representation of the spatial and temporal variability of stratospheric and upper tropospheric ozone and on implications of the change in the observing system from SBUV to EOS Aura. The comparisons show agreement within 10 % (standard deviation of the difference) between MERRA-2 profiles and independent satellite data in most of the stratosphere. The agreement improves after 2004 when EOS Aura data are assimilated. The standard deviation of the differences between the lower stratospheric and upper tropospheric MERRA-2 ozone and ozonesondes is 11.2 % and 24.5 %, respectively, with correlations of 0.8 and above, indicative of a realistic representation of the near-tropopause ozone variability in MERRA-2. The agreement improves significantly in the EOS Aura period, however MERRA-2 is biased low in the upper troposphere with respect to the ozonesondes. Caution is recommended when using MERRA-2 ozone for decadal changes and trend studies.
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Affiliation(s)
- Krzysztof Wargan
- Global Modeling and Assimilation Office, Code 610.1, NASA Goddard
Space Flight Center, Greenbelt, MD
- Science Systems and Applications Inc., Lanham, MD
| | - Gordon Labow
- Science Systems and Applications Inc., Lanham, MD
- Atmospheric Chemistry and Dynamics Laboratory, Code 614, NASA
Goddard Space Flight Center, Greenbelt, MD
| | - Stacey Frith
- Science Systems and Applications Inc., Lanham, MD
- Atmospheric Chemistry and Dynamics Laboratory, Code 614, NASA
Goddard Space Flight Center, Greenbelt, MD
| | - Steven Pawson
- Global Modeling and Assimilation Office, Code 610.1, NASA Goddard
Space Flight Center, Greenbelt, MD
| | - Nathaniel Livesey
- Jet Propulsion Laboratory, California Institute of Technology,
Pasadena, CA
| | - Gary Partyka
- Global Modeling and Assimilation Office, Code 610.1, NASA Goddard
Space Flight Center, Greenbelt, MD
- Science Systems and Applications Inc., Lanham, MD
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Labow GJ, Herman JR, Huang LK, Lloyd SA, DeLand MT, Qin W, Mao J, Larko DE. Diurnal variation of 340 nm Lambertian equivalent reflectivity due to clouds and aerosols over land and oceans. ACTA ACUST UNITED AC 2011. [DOI: 10.1029/2010jd014980] [Citation(s) in RCA: 23] [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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DeLand MT, Shettle EP, Levelt PF, Kowalewski MG. Polar mesospheric clouds (PMCs) observed by the Ozone Monitoring Instrument (OMI) on Aura. ACTA ACUST UNITED AC 2010. [DOI: 10.1029/2009jd013685] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Kallio K, Attila J, Härmä P, Koponen S, Pulliainen J, Hyytiäinen UM, Pyhälahti T. Landsat ETM+ images in the estimation of seasonal lake water quality in boreal river basins. ENVIRONMENTAL MANAGEMENT 2008; 42:511-522. [PMID: 18509700 DOI: 10.1007/s00267-008-9146-y] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2007] [Revised: 04/07/2008] [Accepted: 04/27/2008] [Indexed: 05/26/2023]
Abstract
We investigated the use of Landsat ETM+ images in the monitoring of turbidity, colored dissolved organic matter (CDOM), and Secchi disk transparency (Z(SD)) in lakes of two river basins located in southern Finland. The ETM+ images were acquired in May, June, and September 2002 and were corrected for atmospheric disturbance using the simplified method of atmospheric correction (SMAC) model. The in situ measurements consisted of water sampling in the largest lake of the region, routine monitoring results for the whole study area, and Z(SD) observations made by volunteers. The ranges of the water quality variables in the dataset were as follows: turbidity, 0.6-25 FNU; absorption coefficient of CDOM at 400 nm, 1.0-12.2 m(-1); Z(SD), 0.5-5.5 m; and chlorophyll a concentration, 2.4-80 microg L(-1). The estimation accuracies of the image-specific empirical algorithms expressed as relative errors were 23.0% for turbidity, 17.4% for CDOM, and 21.1% for Z(SD). If concurrent in situ measurements had not been used for algorithm training, the average error would have been about 37%. The atmospheric correction improved the estimation accuracy only slightly compared with the use of top-of-atmospheric reflectances. The accuracy of the water quality estimates without concurrent in situ measurements could have been improved if in-image atmospheric parameters had been available. The underwater reflectance simulations of the ETM+ channel wavelengths using water quality typical for Finnish lakes (data from 1113 lakes) indicated that region-specific algorithms may be needed in other parts of the country, particularly in the case of Z(SD). Despite the limitations in the spectral and radiometric resolutions, ETM+ imagery can be an effective aid, particularly in the monitoring and management of small lakes (<1 km(2)), which are often not included in routine monitoring programs.
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Affiliation(s)
- Kari Kallio
- Finnish Environment Institute, P.O. Box 140, Helsinki, 00251, Finland.
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Terao Y, Logan JA. Consistency of time series and trends of stratospheric ozone as seen by ozonesonde, SAGE II, HALOE, and SBUV(/2). ACTA ACUST UNITED AC 2007. [DOI: 10.1029/2006jd007667] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Steinbrecht W, Claude H, Schönenborn F, McDermid IS, Leblanc T, Godin S, Song T, Swart DPJ, Meijer YJ, Bodeker GE, Connor BJ, Kämpfer N, Hocke K, Calisesi Y, Schneider N, de la Noë J, Parrish AD, Boyd IS, Brühl C, Steil B, Giorgetta MA, Manzini E, Thomason LW, Zawodny JM, McCormick MP, Russell JM, Bhartia PK, Stolarski RS, Hollandsworth-Frith SM. Long-term evolution of upper stratospheric ozone at selected stations of the Network for the Detection of Stratospheric Change (NDSC). ACTA ACUST UNITED AC 2006. [DOI: 10.1029/2005jd006454] [Citation(s) in RCA: 76] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
| | - H. Claude
- German Weather Service; Hohenpeissenberg Germany
| | | | - I. S. McDermid
- Table Mountain Facility; NASA-JPL; Wrightwood California USA
| | - T. Leblanc
- Table Mountain Facility; NASA-JPL; Wrightwood California USA
| | - S. Godin
- CNRS Service d'Aeronomie; Paris France
| | - T. Song
- CNRS Service d'Aeronomie; Paris France
| | | | | | | | | | - N. Kämpfer
- Institute of Applied Physics; University of Bern; Bern Switzerland
| | - K. Hocke
- Institute of Applied Physics; University of Bern; Bern Switzerland
| | - Y. Calisesi
- Institute of Applied Physics; University of Bern; Bern Switzerland
| | - N. Schneider
- OASU/L3AB; Université Bordeaux 1, CNRS-INSU; Floirac France
| | - J. de la Noë
- OASU/L3AB; Université Bordeaux 1, CNRS-INSU; Floirac France
| | - A. D. Parrish
- Astronomy Department; University of Massachusetts; Amherst Massachusetts USA
| | | | - C. Brühl
- Max-Planck-Institute for Chemistry; Mainz Germany
| | - B. Steil
- Max-Planck-Institute for Chemistry; Mainz Germany
| | | | - E. Manzini
- Istituto Nazionale di Geofisica e Vulcanologia; Bologna Italy
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Jackman CH, DeLand MT, Labow GJ, Fleming EL, Weisenstein DK, Ko MKW, Sinnhuber M, Russell JM. Neutral atmospheric influences of the solar proton events in October-November 2003. ACTA ACUST UNITED AC 2005. [DOI: 10.1029/2004ja010888] [Citation(s) in RCA: 136] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
| | | | - Gordon J. Labow
- NASA Goddard Space Flight Center; Greenbelt Maryland USA
- Science Systems and Applications, Inc.; Lanham Maryland USA
| | - Eric L. Fleming
- NASA Goddard Space Flight Center; Greenbelt Maryland USA
- Science Systems and Applications, Inc.; Lanham Maryland USA
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DeLand MT, Cebula RP, Hilsenrath E. Observations of solar spectral irradiance change during cycle 22 from NOAA-9 Solar Backscattered Ultraviolet Model 2 (SBUV/2). ACTA ACUST UNITED AC 2004. [DOI: 10.1029/2003jd004074] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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DeLand MT. Solar backscattered ultraviolet (SBUV) observations of polar mesospheric clouds (PMCs) over two solar cycles. ACTA ACUST UNITED AC 2003. [DOI: 10.1029/2002jd002398] [Citation(s) in RCA: 99] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Miller AJ, Nagatani RM, Flynn LE, Kondragunta S, Beach E, Stolarski R, McPeters RD, Bhartia PK, DeLand MT, Jackman CH, Wuebbles DJ, Patten KO, Cebula RP. A cohesive total ozone data set from the SBUV(/2) satellite system. ACTA ACUST UNITED AC 2002. [DOI: 10.1029/2001jd000853] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- A. J. Miller
- NOAA/National Weather Service/Climate Prediction Center; Camp Springs Maryland USA
| | - R. M. Nagatani
- NOAA/National Weather Service/Climate Prediction Center; Camp Springs Maryland USA
| | - L. E. Flynn
- NOAA/National Environmental Satellite Data and Information Service/Office of Research; Camp Springs Maryland USA
| | - S. Kondragunta
- NOAA/National Environmental Satellite Data and Information Service/Office of Research; Camp Springs Maryland USA
| | - E. Beach
- Decisions Systems Technologies, Inc.; Rockville Maryland USA
| | - R. Stolarski
- NASA/Goddard Space Flight Center; Greenbelt Maryland USA
| | - R. D. McPeters
- NASA/Goddard Space Flight Center; Greenbelt Maryland USA
| | - P. K. Bhartia
- NASA/Goddard Space Flight Center; Greenbelt Maryland USA
| | - M. T. DeLand
- Science Systems and Applications, Inc.; Lanham Maryland USA
| | - C. H. Jackman
- NASA/Goddard Space Flight Center; Greenbelt Maryland USA
| | - D. J. Wuebbles
- Department of Atmospheric Sciences; University of Illinois; Urbana Illinois USA
| | - K. O. Patten
- Department of Atmospheric Sciences; University of Illinois; Urbana Illinois USA
| | - R. P. Cebula
- Science Systems and Applications, Inc.; Lanham Maryland USA
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Planet WG, Miller AJ, Horvath K, Nagatani R, Flynn LE, Hilsenrath E, Kondragunta S, Cebula RP, DeLand MT. Total ozone determinations from National Oceanic and Atmospheric Administration operational solar backscattered ultraviolet 2 instrument observations: An update. ACTA ACUST UNITED AC 2001. [DOI: 10.1029/2000jd900729] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Cunnold DM, Newchurch MJ, Flynn LE, Wang HJ, Russell JM, McPeters R, Zawodny JM, Froidevaux L. Uncertainties in upper stratospheric ozone trends from 1979 to 1996. ACTA ACUST UNITED AC 2000. [DOI: 10.1029/1999jd900313] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Current and future passive remote sensing techniques used to determine atmospheric constitutents. ACTA ACUST UNITED AC 1999. [DOI: 10.1016/s0167-5117(98)80037-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
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DeLand MT, Cebula RP. NOAA 11 Solar Backscatter Ultraviolet, model 2 (SBUV/2) instrument solar spectral irradiance measurements in 1989-1994: 2. Results, validation, and comparisons. ACTA ACUST UNITED AC 1998. [DOI: 10.1029/98jd01204] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Cebula RP, DeLand MT, Hilsenrath E. NOAA 11 Solar Backscattered Ultraviolet, model 2 (SBUV/2) instrument solar spectral irradiance measurements in 1989-1994: 1. Observations and long-term calibration. ACTA ACUST UNITED AC 1998. [DOI: 10.1029/98jd01205] [Citation(s) in RCA: 24] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Joiner J, Bhartia PK. Accurate determination of total ozone using SBUV continuous spectral scan measurements. ACTA ACUST UNITED AC 1997. [DOI: 10.1029/97jd00902] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Engelen RJ, Stephens GL. Infrared radiative transfer in the 9.6-μm band: Application to TIROS operational vertical sounder ozone retrieval. ACTA ACUST UNITED AC 1997. [DOI: 10.1029/96jd03679] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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de Toma G, White OR, Knapp BG, Rottman GJ, Woods TN. Mg II core-to-wing index: Comparison of SBUV2 and SOLSTICE time series. ACTA ACUST UNITED AC 1997. [DOI: 10.1029/96ja03342] [Citation(s) in RCA: 43] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Bhartia PK, McPeters RD, Mateer CL, Flynn LE, Wellemeyer C. Algorithm for the estimation of vertical ozone profiles from the backscattered ultraviolet technique. ACTA ACUST UNITED AC 1996. [DOI: 10.1029/96jd01165] [Citation(s) in RCA: 192] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Brühl C, Drayson SR, Russell JM, Crutzen PJ, McInerney JM, Purcell PN, Claude H, Gernandt H, McGee TJ, McDermid IS, Gunson MR. Halogen Occultation Experiment ozone channel validation. ACTA ACUST UNITED AC 1996. [DOI: 10.1029/95jd02031] [Citation(s) in RCA: 159] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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