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Title: Evaluation of atmospheric precipitable water from reanalysis products using homogenized radiosonde observations over China

Abstract

Many multidecadal atmospheric reanalysis products are available now, but their consistencies and reliability are far from perfect. In this work, atmospheric precipitable water (PW) from the National Centers for Environmental Prediction/National Center for Atmospheric Research (NCEP/NCAR), NCEP/Department of Energy (DOE), Modern Era Retrospective-Analysis for Research and Applications (MERRA), Japanese 55 year Reanalysis (JRA-55), JRA-25, ERA-Interim, ERA-40, Climate Forecast System Reanalysis (CFSR), and 20th Century Reanalysis version 2 is evaluated against homogenized radiosonde observations over China during 1979–2012 (1979–2001 for ERA-40). Results suggest that the PW biases in the reanalyses are within ~20% for most of northern and eastern China, but the reanalyses underestimate the observed PW by 20%–40% over western China and by ~60% over the southwestern Tibetan Plateau. The newer-generation reanalyses (e.g., JRA25, JRA55, CFSR, and ERA-Interim) have smaller root-mean-sq uare error than the older-generation ones (NCEP/NCAR, NCEP/DOE, and ERA-40). Most of the reanalyses reproduce well the observed PW climatology and interannual variations over China. However, few reanalyses capture the observed long-term PW changes, primarily because they show spurious wet biases before about 2002. This deficiency results mainly from the discontinuities contained in reanalysis relative humidity fields in the middle-lower troposphere due to the wet bias in older radiosondemore » records that are assimilated into the reanalyses. An empirical orthogonal function (EOF) analysis revealed two leading modes that represent the long-term PW changes and El Niño–Southern Oscillation-related interannual variations with robust spatial patterns. The reanalysis products, especially the MERRA and JRA-25, roughly capture these EOF modes, which acco unt for over 50% of the total variance. The results show that even during the post-1979 satellite era, discontinuities in radiosonde data can still induce large spurious long-term changes in reanalysis PW and other related fields. Thus, more efforts are needed to remove spurious changes in input data for future long-term reanalyses.« less

Authors:
 [1];  [2];  [3]
  1. Chinese Academy of Sciences (CAS), Beijing (China). Inst. of Atmospheric Physics and Key Lab. of Regional Climate-Environment Research for East Asia
  2. Guangdong Climate Center, Guangzhou (China)
  3. State Univ. of New York (SUNY), Albany, NY (United States). Dept. of Atmospheric and Environmental Sciences; National Center for Atmospheric Research, Boulder, CO (United States)
Publication Date:
Research Org.:
State Univ. of New York (SUNY), Plattsburgh, NY (United States)
Sponsoring Org.:
USDOE Office of Science (SC); National Science Foundation (NSF); National Basic Research Program of China; China Meteorological Administration (CMA); Ministry of Science and Technology (MOST) (China); Beijing Nova Program (China); National Oceanic and Atmospheric Administration (NOAA), Boulder, CO (United States)
OSTI Identifier:
1469109
Grant/Contract Number:  
SC0012602; 2012CB956203; GYHY201506002; 2012BAC22B04; CCSF201330; 2008B40; AGS‐1353740; NA15OAR4310086
Resource Type:
Accepted Manuscript
Journal Name:
Journal of Geophysical Research: Atmospheres
Additional Journal Information:
Journal Volume: 120; Journal Issue: 20; Journal ID: ISSN 2169-897X
Publisher:
American Geophysical Union
Country of Publication:
United States
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES; atmospheric precipitable water; reanalysis; homogenized radiosonde observations; evaluation; China

Citation Formats

Zhao, Tianbao, Wang, Juanhuai, and Dai, Aiguo. Evaluation of atmospheric precipitable water from reanalysis products using homogenized radiosonde observations over China. United States: N. p., 2015. Web. doi:10.1002/2015JD023906.
Zhao, Tianbao, Wang, Juanhuai, & Dai, Aiguo. Evaluation of atmospheric precipitable water from reanalysis products using homogenized radiosonde observations over China. United States. https://doi.org/10.1002/2015JD023906
Zhao, Tianbao, Wang, Juanhuai, and Dai, Aiguo. Tue . "Evaluation of atmospheric precipitable water from reanalysis products using homogenized radiosonde observations over China". United States. https://doi.org/10.1002/2015JD023906. https://www.osti.gov/servlets/purl/1469109.
@article{osti_1469109,
title = {Evaluation of atmospheric precipitable water from reanalysis products using homogenized radiosonde observations over China},
author = {Zhao, Tianbao and Wang, Juanhuai and Dai, Aiguo},
abstractNote = {Many multidecadal atmospheric reanalysis products are available now, but their consistencies and reliability are far from perfect. In this work, atmospheric precipitable water (PW) from the National Centers for Environmental Prediction/National Center for Atmospheric Research (NCEP/NCAR), NCEP/Department of Energy (DOE), Modern Era Retrospective-Analysis for Research and Applications (MERRA), Japanese 55 year Reanalysis (JRA-55), JRA-25, ERA-Interim, ERA-40, Climate Forecast System Reanalysis (CFSR), and 20th Century Reanalysis version 2 is evaluated against homogenized radiosonde observations over China during 1979–2012 (1979–2001 for ERA-40). Results suggest that the PW biases in the reanalyses are within ~20% for most of northern and eastern China, but the reanalyses underestimate the observed PW by 20%–40% over western China and by ~60% over the southwestern Tibetan Plateau. The newer-generation reanalyses (e.g., JRA25, JRA55, CFSR, and ERA-Interim) have smaller root-mean-sq uare error than the older-generation ones (NCEP/NCAR, NCEP/DOE, and ERA-40). Most of the reanalyses reproduce well the observed PW climatology and interannual variations over China. However, few reanalyses capture the observed long-term PW changes, primarily because they show spurious wet biases before about 2002. This deficiency results mainly from the discontinuities contained in reanalysis relative humidity fields in the middle-lower troposphere due to the wet bias in older radiosonde records that are assimilated into the reanalyses. An empirical orthogonal function (EOF) analysis revealed two leading modes that represent the long-term PW changes and El Niño–Southern Oscillation-related interannual variations with robust spatial patterns. The reanalysis products, especially the MERRA and JRA-25, roughly capture these EOF modes, which acco unt for over 50% of the total variance. The results show that even during the post-1979 satellite era, discontinuities in radiosonde data can still induce large spurious long-term changes in reanalysis PW and other related fields. Thus, more efforts are needed to remove spurious changes in input data for future long-term reanalyses.},
doi = {10.1002/2015JD023906},
journal = {Journal of Geophysical Research: Atmospheres},
number = 20,
volume = 120,
place = {United States},
year = {Tue Sep 29 00:00:00 EDT 2015},
month = {Tue Sep 29 00:00:00 EDT 2015}
}

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Works referenced in this record:

Comparison of products from ERA-40, NCEP-2, and CRU with station data for summer precipitation over China
journal, December 2006


Late-Twentieth-Century Climatology and Trends of Surface Humidity and Temperature in China
journal, July 2001


A New Approach to Homogenize Daily Radiosonde Humidity Data
journal, February 2011

  • Dai, Aiguo; Wang, Junhong; Thorne, Peter W.
  • Journal of Climate, Vol. 24, Issue 4
  • DOI: 10.1175/2010JCLI3816.1

Nonlinear Time Series: Nonparametric and Parametric Methods
book, January 2003

  • Fan, Jianqing; Yao, Qiwei
  • Springer Series in Statistics
  • DOI: 10.1007/b97702

Relationships between tropospheric water vapor and surface temperature as observed by radiosondes
journal, September 1992

  • Gaffen, Dian J.; Elliott, William P.; Robock, Alan
  • Geophysical Research Letters, Vol. 19, Issue 18
  • DOI: 10.1029/92GL02001

Toward Elimination of the Warm Bias in Historic Radiosonde Temperature Records—Some New Results from a Comprehensive Intercomparison of Upper-Air Data
journal, September 2008

  • Haimberger, Leopold; Tavolato, Christina; Sperka, Stefan
  • Journal of Climate, Vol. 21, Issue 18
  • DOI: 10.1175/2008JCLI1929.1

Systematic Errors in Global Radiosonde Precipitable Water Data from Comparisons with Ground-Based GPS Measurements
journal, May 2008


An Operational Objective Analysis System
journal, October 1959


MERRA: NASA’s Modern-Era Retrospective Analysis for Research and Applications
journal, July 2011


Dry Bias in Vaisala RS90 Radiosonde Humidity Profiles over Antarctica
journal, September 2008

  • Rowe, Penny M.; Miloshevich, Larry M.; Turner, David D.
  • Journal of Atmospheric and Oceanic Technology, Vol. 25, Issue 9
  • DOI: 10.1175/2008JTECHA1009.1

Climates of the Twentieth and Twenty-First Centuries Simulated by the NCAR Climate System Model
journal, February 2001


Recent Climatology, Variability, and Trends in Global Surface Humidity
journal, August 2006


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
  • DOI: 10.1002/qj.828

Evaluation of ERA-40, NCEP-1, and NCEP-2 reanalysis air temperatures with ground-based measurements in China
journal, January 2008

  • Ma, Lijuan; Zhang, Tingjun; Li, Qingxiang
  • Journal of Geophysical Research, Vol. 113, Issue D15
  • DOI: 10.1029/2007JD009549

Simulation of Global Land Surface Conditions from 1948 to 2004. Part I: Forcing Data and Evaluations
journal, October 2006

  • Qian, Taotao; Dai, Aiguo; Trenberth, Kevin E.
  • Journal of Hydrometeorology, Vol. 7, Issue 5
  • DOI: 10.1175/JHM540.1

Atmospheric Water Vapor over China
journal, October 1997


NCEP–DOE AMIP-II Reanalysis (R-2)
journal, November 2002

  • Kanamitsu, Masao; Ebisuzaki, Wesley; Woollen, Jack
  • Bulletin of the American Meteorological Society, Vol. 83, Issue 11
  • DOI: 10.1175/BAMS-83-11-1631

The Japanese 55-year Reanalysis “JRA-55”: An Interim Report
journal, January 2011


Nonparametric Tests Against Trend
journal, July 1945


Intercomparison of humidity and temperature sensors: GTS1, Vaisala RS80, and CFH
journal, December 2010

  • Bian, Jianchun; Chen, Hongbin; Vömel, Holger
  • Advances in Atmospheric Sciences, Vol. 28, Issue 1
  • DOI: 10.1007/s00376-010-9170-8

Lower-Tropospheric Humidity–Temperature Relationships in Radiosonde Observations and Atmospheric General Circulation Models
journal, February 2002


Trends in middle- and upper-level tropospheric humidity from NCEP reanalysis data
journal, February 2009

  • Paltridge, Garth; Arking, Albert; Pook, Michael
  • Theoretical and Applied Climatology, Vol. 98, Issue 3-4
  • DOI: 10.1007/s00704-009-0117-x

W ATER V APOR F EEDBACK AND G LOBAL W ARMING
journal, November 2000


The ERA-40 re-analysis
journal, October 2005

  • Uppala, S. M.; KÅllberg, P. W.; Simmons, A. J.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 131, Issue 612
  • DOI: 10.1256/qj.04.176

GPCC's new land surface precipitation climatology based on quality-controlled in situ data and its role in quantifying the global water cycle
journal, March 2013

  • Schneider, Udo; Becker, Andreas; Finger, Peter
  • Theoretical and Applied Climatology, Vol. 115, Issue 1-2
  • DOI: 10.1007/s00704-013-0860-x

Radiation Dry Bias Correction of Vaisala RS92 Humidity Data and Its Impacts on Historical Radiosonde Data
journal, February 2013

  • Wang, Junhong; Zhang, Liangying; Dai, Aiguo
  • Journal of Atmospheric and Oceanic Technology, Vol. 30, Issue 2
  • DOI: 10.1175/JTECH-D-12-00113.1

Estimates of the Regression Coefficient Based on Kendall's Tau
journal, December 1968


Trends in Tropospheric Humidity from 1970 to 2008 over China from a Homogenized Radiosonde Dataset
journal, July 2012


Calibrating and Evaluating Reanalysis Surface Temperature Error by Topographic Correction
journal, March 2008


Recent changes in tropospheric water vapor over the Arctic as assessed from radiosondes and atmospheric reanalyses: CHANGES IN ARCTIC WATER VAPOR
journal, May 2012

  • Serreze, Mark C.; Barrett, Andrew P.; Stroeve, Julienne
  • Journal of Geophysical Research: Atmospheres, Vol. 117, Issue D10
  • DOI: 10.1029/2011JD017421

The Changing Character of Precipitation
journal, September 2003

  • Trenberth, Kevin E.; Dai, Aiguo; Rasmussen, Roy M.
  • Bulletin of the American Meteorological Society, Vol. 84, Issue 9
  • DOI: 10.1175/BAMS-84-9-1205

Humidity–Temperature Relationships in the Tropical Troposphere
journal, August 1995


Evaluation of satellite and reanalysis products of downward surface solar radiation over East Asia: Spatial and seasonal variations: EVALUATION OF DSSR OVER EAST ASIA
journal, May 2013

  • Jia, Binghao; Xie, Zhenghui; Dai, Aiguo
  • Journal of Geophysical Research: Atmospheres, Vol. 118, Issue 9
  • DOI: 10.1002/jgrd.50353

The Twentieth Century Reanalysis Project
journal, January 2011

  • Compo, G. P.; Whitaker, J. S.; Sardeshmukh, P. D.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 137, Issue 654
  • DOI: 10.1002/qj.776

Observed Coherent Trends of Surface and Upper-Air Wind Speed over China since 1960
journal, May 2013


Low-frequency variations in surface atmospheric humidity, temperature, and precipitation: Inferences from reanalyses and monthly gridded observational data sets
journal, January 2010

  • Simmons, A. J.; Willett, K. M.; Jones, P. D.
  • Journal of Geophysical Research, Vol. 115, Issue D1
  • DOI: 10.1029/2009JD012442

Can climate trends be calculated from reanalysis data?
journal, January 2004


Trends and variability in column-integrated atmospheric water vapor
journal, March 2005


The NCEP–NCAR 50–Year Reanalysis: Monthly Means CD–ROM and Documentation
journal, February 2001


Evaluation of precipitation from the ERA-40, NCEP-1, and NCEP-2 Reanalyses and CMAP-1, CMAP-2, and GPCP-2 with ground-based measurements in China
journal, January 2009

  • Ma, Lijuan; Zhang, Tingjun; Frauenfeld, Oliver W.
  • Journal of Geophysical Research, Vol. 114, Issue D9
  • DOI: 10.1029/2008JD011178

The NCEP Climate Forecast System Reanalysis
journal, August 2010

  • Saha, Suranjana; Moorthi, Shrinivas; Pan, Hua-Lu
  • Bulletin of the American Meteorological Society, Vol. 91, Issue 8
  • DOI: 10.1175/2010BAMS3001.1

Updated high-resolution grids of monthly climatic observations - the CRU TS3.10 Dataset: UPDATED HIGH-RESOLUTION GRIDS OF MONTHLY CLIMATIC OBSERVATIONS
journal, May 2013

  • Harris, I.; Jones, P. D.; Osborn, T. J.
  • International Journal of Climatology, Vol. 34, Issue 3
  • DOI: 10.1002/joc.3711

The NCEP/NCAR 40-Year Reanalysis Project
journal, March 1996


The JRA-25 Reanalysis
journal, January 2007

  • Onogi, Kazutoshi; Tsutsui, Junichi; Koide, Hiroshi
  • Journal of the Meteorological Society of Japan. Ser. II, Vol. 85, Issue 3
  • DOI: 10.2151/jmsj.85.369

Detecting Long-Term Trends in Precipitable Water over the Tibetan Plateau by Synthesis of Station and MODIS Observations
journal, February 2015


Radiosonde-Based Northern Hemisphere Tropospheric Water Vapor Trends
journal, April 2001


Nonlinear Time Series
book, January 2003


Works referencing / citing this record:

Corrections of Radiosonde‐Based Precipitable Water Using Ground‐Based GPS and Applications on Historical Radiosonde Data Over China
journal, March 2019

  • Zhang, Weixing; Lou, Yidong; Cao, Yunchang
  • Journal of Geophysical Research: Atmospheres, Vol. 124, Issue 6
  • DOI: 10.1029/2018jd029662

Evaluation of Satellite and Reanalysis Precipitable Water Vapor Data Sets Against Radiosonde Observations in Central Asia
journal, July 2019

  • Jiang, Jie; Zhou, Tianjun; Zhang, Wenxia
  • Earth and Space Science, Vol. 6, Issue 7
  • DOI: 10.1029/2019ea000654

Detection and Attribution of Atmospheric Precipitable Water Changes since the 1970s over China
journal, November 2019


Biases and Abrupt Shifts of Monthly Precipitable Water from Terra MODIS
journal, June 2019


Historical and future changes of atmospheric precipitable water over China simulated by CMIP5 models
journal, November 2018