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Journal ArticleDOI

The ERA-Interim reanalysis: configuration and performance of the data assimilation system

TL;DR: ERA-Interim as discussed by the authors is the latest global atmospheric reanalysis produced by the European Centre for Medium-Range Weather Forecasts (ECMWF), which will extend back to the early part of the twentieth century.
Abstract: ERA-Interim is the latest global atmospheric reanalysis produced by the European Centre for Medium-Range Weather Forecasts (ECMWF). The ERA-Interim project was conducted in part to prepare for a new atmospheric reanalysis to replace ERA-40, which will extend back to the early part of the twentieth century. This article describes the forecast model, data assimilation method, and input datasets used to produce ERA-Interim, and discusses the performance of the system. Special emphasis is placed on various difficulties encountered in the production of ERA-40, including the representation of the hydrological cycle, the quality of the stratospheric circulation, and the consistency in time of the reanalysed fields. We provide evidence for substantial improvements in each of these aspects. We also identify areas where further work is needed and describe opportunities and objectives for future reanalysis projects at ECMWF. Copyright © 2011 Royal Meteorological Society
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Journal ArticleDOI
TL;DR: The Modern-Era Retrospective Analysis for Research and Applications (MERRA) was undertaken by NASA's Global Modeling and Assimilation Office with two primary objectives: to place observations from NASA's Earth Observing System satellites into a climate context and to improve upon the hydrologic cycle represented in earlier generations of reanalyses as mentioned in this paper.
Abstract: The Modern-Era Retrospective Analysis for Research and Applications (MERRA) was undertaken by NASA’s Global Modeling and Assimilation Office with two primary objectives: to place observations from NASA’s Earth Observing System satellites into a climate context and to improve upon the hydrologic cycle represented in earlier generations of reanalyses. Focusing on the satellite era, from 1979 to the present, MERRA has achieved its goals with significant improvements in precipitation and water vapor climatology. Here, a brief overview of the system and some aspects of its performance, including quality assessment diagnostics from innovation and residual statistics, is given.By comparing MERRA with other updated reanalyses [the interim version of the next ECMWF Re-Analysis (ERA-Interim) and the Climate Forecast System Reanalysis (CFSR)], advances made in this new generation of reanalyses, as well as remaining deficiencies, are identified. Although there is little difference between the new reanalyses i...

4,572 citations


Cites background or result from "The ERA-Interim reanalysis: configu..."

  • ...At the end of the period, the RMS values for both hemispheres are about 0.2 hPa greater than those from ERA-Interim (Dee et al. 2011a)....

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  • ...Dee et al. (2011a) point out that these observations do not need to be bias corrected....

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  • ...…the data to reduce shocks to the system, assimilating only longterm satellite observations, assimilating only raw data Unauthenticated | Downloaded 04/06/22 04:10 PM UTC (not bias-corrected or cross-calibrated data)—run counter to the experience of reanalysis developers to date (Dee et al. 2011b)....

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Journal ArticleDOI
TL;DR: An overview of the MERRA-2 system and various performance metrics is provided, including the assimilation of aerosol observations, several improvements to the representation of the stratosphere including ozone, and improved representations of cryospheric processes.
Abstract: The Modern-Era Retrospective Analysis for Research and Applications, version 2 (MERRA-2), is the latest atmospheric reanalysis of the modern satellite era produced by NASA’s Global Modeling and Assimilation Office (GMAO). MERRA-2 assimilates observation types not available to its predecessor, MERRA, and includes updates to the Goddard Earth Observing System (GEOS) model and analysis scheme so as to provide a viable ongoing climate analysis beyond MERRA’s terminus. While addressing known limitations of MERRA, MERRA-2 is also intended to be a development milestone for a future integrated Earth system analysis (IESA) currently under development at GMAO. This paper provides an overview of the MERRA-2 system and various performance metrics. Among the advances in MERRA-2 relevant to IESA are the assimilation of aerosol observations, several improvements to the representation of the stratosphere including ozone, and improved representations of cryospheric processes. Other improvements in the quality of M...

4,524 citations

Journal ArticleDOI
TL;DR: The Hybrid Single Particle Lagrangian Integrated Trajectory model (HYSPLIT) as mentioned in this paper is one of the most widely used models for atmospheric trajectory and dispersion calculations.
Abstract: The Hybrid Single-Particle Lagrangian Integrated Trajectory model (HYSPLIT), developed by NOAA’s Air Resources Laboratory, is one of the most widely used models for atmospheric trajectory and dispersion calculations. We present the model’s historical evolution over the last 30 years from simple hand-drawn back trajectories to very sophisticated computations of transport, mixing, chemical transformation, and deposition of pollutants and hazardous materials. We highlight recent applications of the HYSPLIT modeling system, including the simulation of atmospheric tracer release experiments, radionuclides, smoke originated from wild fires, volcanic ash, mercury, and wind-blown dust.

3,875 citations

References
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Journal ArticleDOI
TL;DR: The NCEP/NCAR 40-yr reanalysis uses a frozen state-of-the-art global data assimilation system and a database as complete as possible, except that the horizontal resolution is T62 (about 210 km) as discussed by the authors.
Abstract: The NCEP and NCAR are cooperating in a project (denoted “reanalysis”) to produce a 40-year record of global analyses of atmospheric fields in support of the needs of the research and climate monitoring communities. This effort involves the recovery of land surface, ship, rawinsonde, pibal, aircraft, satellite, and other data; quality controlling and assimilating these data with a data assimilation system that is kept unchanged over the reanalysis period 1957–96. This eliminates perceived climate jumps associated with changes in the data assimilation system. The NCEP/NCAR 40-yr reanalysis uses a frozen state-of-the-art global data assimilation system and a database as complete as possible. The data assimilation and the model used are identical to the global system implemented operationally at the NCEP on 11 January 1995, except that the horizontal resolution is T62 (about 210 km). The database has been enhanced with many sources of observations not available in real time for operations, provided b...

28,145 citations

Journal ArticleDOI
TL;DR: ERA-40 is a re-analysis of meteorological observations from September 1957 to August 2002 produced by the European Centre for Medium-Range Weather Forecasts (ECMWF) in collaboration with many institutions as mentioned in this paper.
Abstract: ERA-40 is a re-analysis of meteorological observations from September 1957 to August 2002 produced by the European Centre for Medium-Range Weather Forecasts (ECMWF) in collaboration with many institutions. The observing system changed considerably over this re-analysis period, with assimilable data provided by a succession of satellite-borne instruments from the 1970s onwards, supplemented by increasing numbers of observations from aircraft, ocean-buoys and other surface platforms, but with a declining number of radiosonde ascents since the late 1980s. The observations used in ERA-40 were accumulated from many sources. The first part of this paper describes the data acquisition and the principal changes in data type and coverage over the period. It also describes the data assimilation system used for ERA-40. This benefited from many of the changes introduced into operational forecasting since the mid-1990s, when the systems used for the 15-year ECMWF re-analysis (ERA-15) and the National Centers for Environmental Prediction/National Center for Atmospheric Research (NCEP/NCAR) re-analysis were implemented. Several of the improvements are discussed. General aspects of the production of the analyses are also summarized. A number of results indicative of the overall performance of the data assimilation system, and implicitly of the observing system, are presented and discussed. The comparison of background (short-range) forecasts and analyses with observations, the consistency of the global mass budget, the magnitude of differences between analysis and background fields and the accuracy of medium-range forecasts run from the ERA-40 analyses are illustrated. Several results demonstrate the marked improvement that was made to the observing system for the southern hemisphere in the 1970s, particularly towards the end of the decade. In contrast, the synoptic quality of the analysis for the northern hemisphere is sufficient to provide forecasts that remain skilful well into the medium range for all years. Two particular problems are also examined: excessive precipitation over tropical oceans and a too strong Brewer-Dobson circulation, both of which are pronounced in later years. Several other aspects of the quality of the re-analyses revealed by monitoring and validation studies are summarized. Expectations that the ‘second-generation’ ERA-40 re-analysis would provide products that are better than those from the firstgeneration ERA-15 and NCEP/NCAR re-analyses are found to have been met in most cases. © Royal Meteorological Society, 2005. The contributions of N. A. Rayner and R. W. Saunders are Crown copyright.

7,110 citations


"The ERA-Interim reanalysis: configu..." refers background or methods in this paper

  • ...Inspired by difficulties with the representation of the hydrological cycle in ERA-40 (Uppala et al., 2005), a completely revised humidity analysis scheme was developed by Hólm (2003)....

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  • ...These data and their sources are described in Uppala et al. (2005)....

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  • ...This transport was much too strong in ERA-40, with successive layers of moist and dry air reaching 30 hPa only some three months after they leave 100 hPa (Figure 19(a) in Uppala et al., 2005)....

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  • ...These include the global reanalyses from NCEP (Kalnay et al., 2006; Saha et al., 2010), from JMA (Onogi et al., 2007), and NASA (Schubert et al., 1993; Rienecker et al., 2011), in addition to those from ECMWF (Gibson et al., 1997; Uppala et al., 2005)....

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  • ...Uppala et al. (2005) have explained the various difficulties encountered in ERA-40 with the assimilation of humidity information, which led to excessive rainfall over tropical oceans and a generally poor representation of the global transport of moisture in the atmosphere....

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Journal ArticleDOI
TL;DR: The Global Precipitation Climatology Project (GPCP) version 2 Monthly Precise Analysis as discussed by the authors is a merged analysis that incorporates precipitation estimates from low-orbit satellite microwave data, geosynchronous-orbit-satellite infrared data, and rain gauge observations.
Abstract: The Global Precipitation Climatology Project (GPCP) Version 2 Monthly Precipitation Analysis is described. This globally complete, monthly analysis of surface precipitation at 2.5 degrees x 2.5 degrees latitude-longitude resolution is available from January 1979 to the present. It is a merged analysis that incorporates precipitation estimates from low-orbit-satellite microwave data, geosynchronous-orbit-satellite infrared data, and rain gauge observations. The merging approach utilizes the higher accuracy of the low-orbit microwave observations to calibrate, or adjust, the more frequent geosynchronous infrared observations. The data set is extended back into the premicrowave era (before 1987) by using infrared-only observations calibrated to the microwave-based analysis of the later years. The combined satellite-based product is adjusted by the raingauge analysis. This monthly analysis is the foundation for the GPCP suite of products including those at finer temporal resolution, satellite estimate, and error estimates for each field. The 23-year GPCP climatology is characterized, along with time and space variations of precipitation.

4,951 citations


"The ERA-Interim reanalysis: configu..." refers methods in this paper

  • ...137: 553–597 (2011) The ERA-Interim Reanalysis 593 CSR Clear-sky radiance DMSP Defense Meteorological Satellite Program DRIBU Report from drifting buoy ECMWF European Centre for Medium-Range Weather Forecasts ENSO El Niño/La Niña–Southern Oscillation ENVISAT Environmental Satellite EOF Empirical Orthogonal Function EOS Earth Observing System EPIC East Pacific Investigation of Climate ERA ECMWF Reanalysis ERA-15 A 15-year ERA starting from 1979 ERA-40 A 45-year ERA from September 1957 to August 2002 ERA-Interim An ERA from January 1989 onward (to be extended back to January 1979) ERS European Remote Sensing Satellite ESA European Space Agency EUMETSAT European Organisation for the Exploitation of Meteorological Satellites FGAT First Guess at the Appropriate Time FGGE First GARP Global Experiment GARP Global Atmospheric Research Programme GEOMON Global Earth Observation and Monitoring of the Atmosphere GLCC Global Land Cover Characteristics GMF Geophysical Model Function GMS Geostationary Meteorological Satellite GOES Geostationary Operational Environmental Satellite GOME Global Ozone Monitoring Experiment GPCC Global Precipitation Climatology Centre GPCP Global Precipitation Climatology Project GPS Global Positioning System GPSRO GPS Radio Occultation GRAS Global Navigation Satellite Systems Receiver for Atmospheric Sounding GTOPO30 Global 30 Arc-Second Elevation Data Set GTS Global Telecommunication System HadCRUH Hadley Centre and Climate Research Unit (UK) global surface humidity dataset HALO Harmonized coordination of Atmosphere, Land and Ocean projects HIRS High-Resolution Infrared Sounder IASI Infrared Atmospheric Sounding Interferometer IFS Integrated Forecast System IMS Interactive Multisensor Snow and Ice Mapping System IOP Intensive Observing Period IPCC Intergovernmental Panel on Climate Change ISCCP International Satellite Cloud Climatology Project ITCZ Intertropical Convergence Zone JMA Japan Meteorological Agency JRA-25 Japanese 25-year Reanalysis Project KMA Korea Meteorological Administration METAR Meteorological Aviation Report MHS Microwave Humidity Sounder MJO Madden–Julian Oscillation MLS Microwave Limb Sounder MODIS Moderate Resolution Imaging Spectroradiometer MSU Microwave Sounding Unit MTSAT Multifunctional Transport Satellite NCAS National Centre for Atmospheric Science (USA) NCEP National Centers for Environmental Prediction (USA) NERC Natural Environment Research Council (UK) NESDIS National Environmental Satellite, Data, and Information Service (USA) NOAA National Oceanic and Atmospheric Administration (USA) OI Optimal interpolation OLR Outgoing Long-wave Radiation OMI Ozone Monitoring Instrument OSTIA Operational Sea Surface Temperature and Sea Ice Analysis PILOT Wind report from pilot balloon PRISM Parameter-elevation Regressions on Independent Slopes Model PROFILER Report from wind profiler QBO Quasi-Biennial Oscillation QuikSCAT Quick Scatterometer RAOBCORE Radiosonde Observation Correction using Reanalyses RMS Root mean square RSS Remote Sensing Systems RTG Real-time gridded RTTOV Radiative Transfer for TOVS SBUV Solar Backscattered UltraViolet SCIAMACHY Scanning Imaging Absorption Spectrometer for Atmospheric Cartography SHIP Report from ship SIC Sea-ice concentration SSM/I Special Sensor Microwave/Imager SSMI/S Special Sensor Microwave Imager/Sounder SST Sea-surface temperature SSU Stratospheric Sounding Unit SYNOP Land surface synoptic report TCWV Total column water vapour TEMP Report from radiosounding TESSEL Tiled ECMWF Scheme for Surface Exchanges over Land TIROS Television Infrared Observation Satellite TMI TRMM Microwave Imager TOGA Tropical Ocean–Global Atmosphere TOFD Turbulent Orographic Form Drag TOMCAT Toulouse Off-line Model of Chemistry And Transport TOMS Total Ozone Mapping Spectrometer TOVS TIROS Operational Vertical Sounder TRMM Tropical Rainfall Measuring Mission UCAR University Corporation for Atmospheric Research (USA) VarBC Variational bias correction WAM Wave modelling WOUDC World Ozone and Ultraviolet Radiation Data Centre xD-Var x-dimensional variational analysis Copyright c© 2011 Royal Meteorological Society Q. J. R. Meteorol....

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  • ...Differences between ERA-Interim and GPCPv2....

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  • ...Differences in mean daily precipitation for 1990 (mm d−1): (a) ERA-Interim minus GPCP, (b) ERA-40 minus GPCP and (c) ERA-Interim minus ERA-40....

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  • ...Precipitation is higher in both ERA-Interim and ERA-40 than in GPCP over the tropical oceans....

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  • ...137: 553–597 (2011) 580 D. P. Dee et al. (a) ERA-Interim minus GPCP (b) ERA-40 minus GPCP (c) ERA-Interim minus ERA-40 (d) ERA-Interim minus RSS (e) ERA-40 minus RSS (f) ERA-Interim minus ERA-40 19 17 12 10 855 5 4 4 3 3 3 3 2 2 2 1 1 1–1 1 1 0 0 0 0 0 –4 –4 –4 –3 –3 –3 –2 –2 –2 –2 –2 –2 –2 –2 –1 –1 –1 –1 –1 –1 –1 –1–1 0 0 0 mm/day -25 -20 -16 -13 -10 -7 -5 -3 -2 -1 -0.2 0.2 1 2 3 5 7 10 13 16 20 25 kg/m² -20 -16 -13 -10 -7 -5 -4 -3 -2 -1 -0.5 0.5 1 2 3 4 5 7 10 13 16 20 30 24 24 14 11 9 77 6 6 3 3 2 2 2 1 1 1 1 1 1 0 0 0 0 00 –6 –4 –3 –3 –3 –3 –3 –2 –2–2 –2 –2 –2 –1 –1 –1 –1 –1 –1 –1 -1 -1 0 0 0 0 0 1 12 6 5 43 3 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 –22–22 –20 –10 –8 –4 –4 –4 –4 –4 –3 –1 –1 –1 –1 –1 –1 –1 0 0 0 0 0 0 0 0 0 0 0 4 3 2 22 1 1 1 1 1 1 1 11 1 1 11 1 0 0 0 0 0 0 –2 –2 –1 0 0 0 5 4 3 32 2 2 2 2 2 2 2 11 1 1 1 1 1 1 1 0 0 -1 –1 0 0 0 0 12 7 5 4 4 4 3 2 2 2 1 1 1 1 11 1 1 1 0 00 0 0 0 –1 -1 –12 –9–8 –5 –4 –2–2 –2 –2 –2 –2 –1 –1 -1 -1-1 -1 –1 –1 –1 –1 –1 0 0 0 Mean daily precipitation rate Mean total column water vapour Figure 23....

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Journal ArticleDOI
TL;DR: The Modern-Era Retrospective Analysis for Research and Applications (MERRA) was undertaken by NASA's Global Modeling and Assimilation Office with two primary objectives: to place observations from NASA's Earth Observing System satellites into a climate context and to improve upon the hydrologic cycle represented in earlier generations of reanalyses as mentioned in this paper.
Abstract: The Modern-Era Retrospective Analysis for Research and Applications (MERRA) was undertaken by NASA’s Global Modeling and Assimilation Office with two primary objectives: to place observations from NASA’s Earth Observing System satellites into a climate context and to improve upon the hydrologic cycle represented in earlier generations of reanalyses. Focusing on the satellite era, from 1979 to the present, MERRA has achieved its goals with significant improvements in precipitation and water vapor climatology. Here, a brief overview of the system and some aspects of its performance, including quality assessment diagnostics from innovation and residual statistics, is given.By comparing MERRA with other updated reanalyses [the interim version of the next ECMWF Re-Analysis (ERA-Interim) and the Climate Forecast System Reanalysis (CFSR)], advances made in this new generation of reanalyses, as well as remaining deficiencies, are identified. Although there is little difference between the new reanalyses i...

4,572 citations


"The ERA-Interim reanalysis: configu..." refers methods in this paper

  • ...These include the global reanalyses from NCEP (Kalnay et al., 2006; Saha et al., 2010), from JMA (Onogi et al., 2007), and NASA (Schubert et al., 1993; Rienecker et al., 2011), in addition to those from ECMWF (Gibson et al., 1997; Uppala et al., 2005)....

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Journal ArticleDOI
TL;DR: The NCEP Climate Forecast System Reanalysis (CFSR) was completed for the 31-yr period from 1979 to 2009, in January 2010 as mentioned in this paper, which was designed and executed as a global, high-resolution coupled atmosphere-ocean-land surface-sea ice system to provide the best estimate of the state of these coupled domains over this period.
Abstract: The NCEP Climate Forecast System Reanalysis (CFSR) was completed for the 31-yr period from 1979 to 2009, in January 2010. The CFSR was designed and executed as a global, high-resolution coupled atmosphere–ocean–land surface–sea ice system to provide the best estimate of the state of these coupled domains over this period. The current CFSR will be extended as an operational, real-time product into the future. New features of the CFSR include 1) coupling of the atmosphere and ocean during the generation of the 6-h guess field, 2) an interactive sea ice model, and 3) assimilation of satellite radiances by the Gridpoint Statistical Interpolation (GSI) scheme over the entire period. The CFSR global atmosphere resolution is ~38 km (T382) with 64 levels extending from the surface to 0.26 hPa. The global ocean's latitudinal spacing is 0.25° at the equator, extending to a global 0.5° beyond the tropics, with 40 levels to a depth of 4737 m. The global land surface model has four soil levels and the global sea ice m...

4,520 citations


"The ERA-Interim reanalysis: configu..." refers methods in this paper

  • ...These include the global reanalyses from NCEP (Kalnay et al., 2006; Saha et al., 2010), from JMA (Onogi et al., 2007), and NASA (Schubert et al., 1993; Rienecker et al., 2011), in addition to those from ECMWF (Gibson et al., 1997; Uppala et al., 2005)....

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