Impact of quality control of satellite soil moisture data on their assimilation into land surface model

被引:40
作者
Yin, Jifu [1 ,2 ]
Zhan, Xiwu [2 ]
Zheng, Youfei [3 ]
Liu, Jicheng [2 ,4 ]
Hain, Christopher R. [2 ,5 ]
Fang, Li [2 ,5 ]
机构
[1] Nanjing Univ Informat Sci & Technol, China Meteorol Adm, Key Lab Aerosol Cloud Precipitat, Nanjing, Jiangsu, Peoples R China
[2] NOAA, NESDIS Ctr Satellite Applicat & Res, College Pk, MD USA
[3] Nanjing Univ Informat Sci & Technol, Jiangsu Key Lab Atmospher Environm Monitoring & P, Nanjing, Jiangsu, Peoples R China
[4] George Mason Univ, Dept Geog & Geoinformat Sci, Fairfax, VA 22030 USA
[5] Univ Maryland, ESSIC CICS, College Pk, MD 20742 USA
关键词
SMOPS soil moisture product; quality control; data assimilation; green vegetation fraction; PRECIPITATION; PRODUCTS; SKILL;
D O I
10.1002/2014GL060659
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
A global Soil Moisture Operational Product System (SMOPS) has been developed to process satellite soil moisture observational data at the NOAA National Environmental Satellite, Data, and Information Service for improving numerical weather prediction (NWP) models at the NOAA National Weather Service (NWS). A few studies have shown the benefits of assimilating satellite soil moisture data in land surface models (LSMs), which are the components of most NWP models. In this study, synthetic experiments are conducted to determine how soil moisture data quality control may impact the benefit of their assimilation into LSMs. It is found that using green vegetation fraction to quality control the SMOPS soil moisture product may significantly increase the benefit of assimilating it into Noah LSM in terms of increasing the agreement of Noah LSM surface and root zone soil moisture simulations with the corresponding in situ measurements. The quality control procedures and parameters are suggested for the assimilation of SMOPS data into NWS NWP models.
引用
收藏
页码:7159 / 7166
页数:8
相关论文
共 19 条
  • [1] Skill and Global Trend Analysis of Soil Moisture from Reanalyses and Microwave Remote Sensing
    Albergel, C.
    Dorigo, W.
    Reichle, R. H.
    Balsamo, G.
    de Rosnay, P.
    Munoz-Sabater, J.
    Isaksen, L.
    de Jeu, R.
    Wagner, W.
    [J]. JOURNAL OF HYDROMETEOROLOGY, 2013, 14 (04) : 1259 - 1277
  • [2] An evaluation of ASCAT surface soil moisture products with in-situ observations in Southwestern France
    Albergel, C.
    Ruediger, C.
    Carrer, D.
    Calvet, J. -C.
    Fritz, N.
    Naeimi, V.
    Bartalis, Z.
    Hasenauer, S.
    [J]. HYDROLOGY AND EARTH SYSTEM SCIENCES, 2009, 13 (02) : 115 - 124
  • [3] A climatological study of evapotranspiration and moisture stress across the continental United States based on thermal remote sensing: 2. Surface moisture climatology
    Anderson, Martha C.
    Norman, John M.
    Mecikalski, John R.
    Otkin, Jason A.
    Kustas, William P.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2007, 112 (D11)
  • [4] Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model
    Ek, MB
    Mitchell, KE
    Lin, Y
    Rogers, E
    Grunmann, P
    Koren, V
    Gayno, G
    Tarpley, JD
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2003, 108 (D22)
  • [5] Soil moisture active and passive microwave products: intercomparison and evaluation over a Sahelian site
    Gruhier, C.
    de Rosnay, P.
    Hasenauer, S.
    Holmes, T.
    de Jeu, R.
    Kerr, Y.
    Mougin, E.
    Njoku, E.
    Timouk, F.
    Wagner, W.
    Zribi, M.
    [J]. HYDROLOGY AND EARTH SYSTEM SCIENCES, 2010, 14 (01) : 141 - 156
  • [6] On the Nature of Soil Moisture in Land Surface Models
    Koster, Randal D.
    Guo, Zhichang
    Yang, Rongqian
    Dirmeyer, Paul A.
    Mitchell, Kenneth
    Puma, Michael J.
    [J]. JOURNAL OF CLIMATE, 2009, 22 (16) : 4322 - 4335
  • [7] Role of Subsurface Physics in the Assimilation of Surface Soil Moisture Observations
    Kumar, Sujay V.
    Reichle, Rolf H.
    Koster, Randal D.
    Crow, Wade T.
    Peters-Lidard, Christa D.
    [J]. JOURNAL OF HYDROMETEOROLOGY, 2009, 10 (06) : 1534 - 1547
  • [8] The Contributions of Precipitation and Soil Moisture Observations to the Skill of Soil Moisture Estimates in a Land Data Assimilation System
    Liu, Qing
    Reichle, Rolf H.
    Bindlish, Rajat
    Cosh, Michael H.
    Crow, Wade T.
    de Jeu, Richard
    De Lannoy, Gabrielle J. M.
    Huffman, George J.
    Jackson, Thomas J.
    [J]. JOURNAL OF HYDROMETEOROLOGY, 2011, 12 (05) : 750 - 765
  • [9] Developing an improved soil moisture dataset by blending passive and active microwave satellite-based retrievals
    Liu, Y. Y.
    Parinussa, R. M.
    Dorigo, W. A.
    De Jeu, R. A. M.
    Wagner, W.
    van Dijk, A. I. J. M.
    McCabe, M. F.
    Evans, J. P.
    [J]. HYDROLOGY AND EARTH SYSTEM SCIENCES, 2011, 15 (02) : 425 - 436
  • [10] Soil moisture retrieval from AMSR-E
    Njoku, EG
    Jackson, TJ
    Lakshmi, V
    Chan, TK
    Nghiem, SV
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (02): : 215 - 229