Leveraging Soil Moisture Assimilation in Permafrost Affected Regions

被引:1
|
作者
Pradhan, Ankita [1 ]
Nair, Akhilesh S. [2 ]
Indu, J. [1 ,3 ]
Makarieva, Olga [4 ]
Nesterova, Nataliia [4 ]
机构
[1] Indian Inst Technol, Dept Civil Engn, Mumbai 400076, India
[2] Univ Bergen, Geophys Inst, Bjerknes Ctr Climate Res, N-5007 Bergen, Norway
[3] Indian Inst Technol, Interdisciplinary Ctr Climate Studies, Mumbai 400076, India
[4] St Petersburg State Univ, Inst Earth Sci, St Petersburg 199034, Russia
关键词
permafrost; soil moisture; precipitation; streamflow; assimilation; Noah LSM; LAND-SURFACE MODEL; HYDROLOGIC DATA ASSIMILATION; BRIGHTNESS TEMPERATURES; DEGRADATION; DROUGHT; SYSTEM; WATER; CO2; RETRIEVALS; IRRIGATION;
D O I
10.3390/rs15061532
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
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.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] SOIL MOISTURE MAPPING IN PERMAFROST REGIONS - AN OUTLOOK TO SENTINEL-1
    Sabel, Daniel
    Bartsch, Annett
    Schlaffer, Stefan
    Klein, Jean-Pierre
    Wagner, Wolfgang
    2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, : 1216 - 1219
  • [2] Soil moisture and hydrology projections of the permafrost region a model intercomparison
    Andresen, Christian G.
    Lawrence, David
    Wilson, Cathy J.
    McGuire, A. David
    Koven, Charles
    Schaefer, Kevin
    Jafarov, Elchin
    Peng, Shushi
    Chen, Xiaodong
    Gouttevin, Isabelle
    Burke, Eleanor J.
    Chadburn, Sarah
    Ji, Duoying
    Chen, Guangsheng
    Hayes, Daniel
    Zhang, Wenxin
    CRYOSPHERE, 2020, 14 (02) : 445 - 459
  • [3] Soil Moisture Data Assimilation to Estimate Irrigation Water Use
    Abolafia-Rosenzweig, R.
    Livneh, B.
    Small, E. E.
    Kumar, S. V.
    JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2019, 11 (11) : 3670 - 3690
  • [4] Immune Evolution Particle Filter for Soil Moisture Data Assimilation
    Ju, Feng
    An, Ru
    Sun, Yaxing
    WATER, 2019, 11 (02)
  • [5] Assimilation of SMOS soil moisture over the Great Lakes basin
    Xu, Xiaoyong
    Tolson, Bryan A.
    Li, Jonathan
    Staebler, Ralf M.
    Seglenieks, Frank
    Haghnegandar, Amin
    Davison, Bruce
    REMOTE SENSING OF ENVIRONMENT, 2015, 169 : 163 - 175
  • [6] Evaluation of reanalysis soil temperature and soil moisture products in permafrost regions on the Qinghai-Tibetan Plateau
    Yang, Shuhua
    Li, Ren
    Wu, Tonghua
    Hu, Guojie
    Xiao, Yao
    Du, Yizhen
    Zhu, Xiaofan
    Ni, Jie
    Ma, Junjie
    Zhang, Yuxin
    Shi, Jianzong
    Qiao, Yongping
    GEODERMA, 2020, 377
  • [7] Improving Permafrost Modeling by Assimilating Remotely Sensed Soil Moisture
    Zwieback, S.
    Westermann, S.
    Langer, M.
    Boike, J.
    Marsh, P.
    Berg, A.
    WATER RESOURCES RESEARCH, 2019, 55 (03) : 1814 - 1832
  • [8] Drying-Wetting Changes of Surface Soil Moisture and the Influencing Factors in Permafrost Regions of the Qinghai-Tibet Plateau, China
    Li, Hongying
    Liu, Fenggui
    Zhang, Shengpeng
    Zhang, Chaokun
    Zhang, Cungui
    Ma, Weidong
    Luo, Jing
    REMOTE SENSING, 2022, 14 (12)
  • [9] Flash Drought Onset and Development Mechanisms Captured With Soil Moisture and Vegetation Data Assimilation
    Ahmad, Shahryar K.
    Kumar, Sujay V.
    Lahmers, Timothy M.
    Wang, Shugong
    Liu, Pang-Wei
    Wrzesien, Melissa L.
    Bindlish, Rajat
    Getirana, Augusto
    Locke, Kim A.
    Holmes, Thomas R.
    Otkin, Jason A.
    WATER RESOURCES RESEARCH, 2022, 58 (12)
  • [10] Application of a soil moisture diagnostic equation for estimating root-zone soil moisture in arid and semi-arid regions
    Pan, Feifei
    Nieswiadomy, Michael
    Qian, Shuan
    JOURNAL OF HYDROLOGY, 2015, 524 : 296 - 310