The transfer of water and energy fluxes between the ground and the atmosphere is influenced by soil moisture (SM), which is an important factor in land surface dynamics. Accurate representation of SM over permafrost-affected regions remains challenging. Leveraging blended SM from microwave satellites, this study examines the potential for satellite SM assimilation to enhance LSM (Land Surface Model) seasonal dynamics. The Ensemble Kalman Filter (EnKF) is used to integrate SM data across the Iya River Basin, Russia. Considering the permafrost, only the summer months (June to August) are utilized for assimilation. Field data from two sites are used to validate the study's findings. Results show that assimilation lowers the dry bias in Noah LSM by up to 6%, which is especially noticeable in the northern regions of the Iya Basin. Comparison with in situ station data demonstrates a considerable improvement in correlation between SM after assimilation (0.94) and before assimilation (0.84). The findings also reveal a significant relationship between SM and surface energy balance.
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Univ Wisconsin, Dept Geog, Madison, WI 53706 USA
Los Alamos Natl Lab, Earth & Environm Sci Div, Los Alamos, NM 87545 USAUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Andresen, Christian G.
Lawrence, David
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Natl Ctr Atmospher Res, POB 3000, Boulder, CO 80307 USAUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Lawrence, David
Wilson, Cathy J.
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Los Alamos Natl Lab, Earth & Environm Sci Div, Los Alamos, NM 87545 USAUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Wilson, Cathy J.
McGuire, A. David
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Univ Alaska, Inst Arctic Biol, Fairbanks, AK 99775 USAUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
McGuire, A. David
Koven, Charles
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Lawrence Berkeley Natl Lab, Climate & Ecosyst Sci Div, Berkeley, CA USAUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Koven, Charles
Schaefer, Kevin
论文数: 0引用数: 0
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Univ Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USAUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Schaefer, Kevin
Jafarov, Elchin
论文数: 0引用数: 0
h-index: 0
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Los Alamos Natl Lab, Earth & Environm Sci Div, Los Alamos, NM 87545 USA
Univ Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USAUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Jafarov, Elchin
Peng, Shushi
论文数: 0引用数: 0
h-index: 0
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Univ Grenoble Alps, LGGE, Grenoble, France
CNRS, Grenoble, France
Peking Univ, Coll Urban & Environm Sci, 5 Yiheyuan Rd, Beijing 100871, Peoples R ChinaUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Peng, Shushi
Chen, Xiaodong
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h-index: 0
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Univ Washington, Dept Civil & Environm Engn, Seattle, WA 98195 USA
Pacific Northwest Natl Lab, Atmospher Sci & Global Change Div, Richland, WA 99352 USAUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Chen, Xiaodong
Gouttevin, Isabelle
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机构:
IRSTEA HHLY, Lyon, France
IRSTEA ETNA, Grenoble, FranceUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Gouttevin, Isabelle
Burke, Eleanor J.
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Met Off Hadley Ctr, Exeter, Devon, EnglandUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Burke, Eleanor J.
Chadburn, Sarah
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Univ Leeds, Sch Earth & Environm, Leeds, W Yorkshire, EnglandUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Chadburn, Sarah
Ji, Duoying
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Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing, Peoples R ChinaUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Ji, Duoying
Chen, Guangsheng
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h-index: 0
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Oak Ridge Natl Lab, Environm Sci Div, Oak Ridge, TN USAUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
Chen, Guangsheng
Hayes, Daniel
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h-index: 0
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Univ Maine, Sch Forest Resources, Orono, ME 04469 USAUniv Wisconsin, Dept Geog, Madison, WI 53706 USA
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Qinghai Normal Univ, Coll Geog Sci, Xining 810008, Peoples R China
Big Data Ctr Geospatial & Nat Resources Qinghai P, Xining 810008, Peoples R ChinaQinghai Normal Univ, Coll Geog Sci, Xining 810008, Peoples R China
Li, Hongying
Liu, Fenggui
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Qinghai Normal Univ, Coll Geog Sci, Xining 810008, Peoples R China
Acad Plateau Sci & Sustainabil, Xining 810008, Peoples R ChinaQinghai Normal Univ, Coll Geog Sci, Xining 810008, Peoples R China
Liu, Fenggui
Zhang, Shengpeng
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Qinghai Normal Univ, Coll Geog Sci, Xining 810008, Peoples R ChinaQinghai Normal Univ, Coll Geog Sci, Xining 810008, Peoples R China
Zhang, Shengpeng
Zhang, Chaokun
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Big Data Ctr Geospatial & Nat Resources Qinghai P, Xining 810008, Peoples R ChinaQinghai Normal Univ, Coll Geog Sci, Xining 810008, Peoples R China
Zhang, Chaokun
Zhang, Cungui
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Qinghai Nationalities Univ, Tourism Coll, Xining 810007, Peoples R ChinaQinghai Normal Univ, Coll Geog Sci, Xining 810008, Peoples R China
Zhang, Cungui
Ma, Weidong
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Qinghai Normal Univ, Coll Geog Sci, Xining 810008, Peoples R ChinaQinghai Normal Univ, Coll Geog Sci, Xining 810008, Peoples R China
Ma, Weidong
Luo, Jing
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Qinghai Normal Univ, Coll Geog Sci, Xining 810008, Peoples R ChinaQinghai Normal Univ, Coll Geog Sci, Xining 810008, Peoples R China
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NASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Sci Applicat Int Corp, Mclean, VA 22102 USANASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Ahmad, Shahryar K.
Kumar, Sujay V.
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NASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USANASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Kumar, Sujay V.
Lahmers, Timothy M.
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NASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Univ Maryland, Earth Syst Sci Interdisciplinary Ctr ESSIC, College Pk, MD USANASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Lahmers, Timothy M.
Wang, Shugong
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h-index: 0
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NASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Sci Applicat Int Corp, Mclean, VA 22102 USANASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Wang, Shugong
Liu, Pang-Wei
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机构:
NASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Sci Syst & Applicat Inc, Lanham, MD USANASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Liu, Pang-Wei
Wrzesien, Melissa L.
论文数: 0引用数: 0
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机构:
NASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Univ Maryland, Earth Syst Sci Interdisciplinary Ctr ESSIC, College Pk, MD USANASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Wrzesien, Melissa L.
Bindlish, Rajat
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机构:
NASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USANASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Bindlish, Rajat
Getirana, Augusto
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NASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Sci Applicat Int Corp, Mclean, VA 22102 USANASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Getirana, Augusto
Locke, Kim A.
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NASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Univ Maryland, Earth Syst Sci Interdisciplinary Ctr ESSIC, College Pk, MD USANASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Locke, Kim A.
Holmes, Thomas R.
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NASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USANASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Holmes, Thomas R.
Otkin, Jason A.
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h-index: 0
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NASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA
Univ Wisconsin Madison, Madison, WI USANASA Goddard Space Flight Ctr NASA GSFC, Hydrol Sci Lab, Greenbelt, MD 20771 USA