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    請使用永久網址來引用或連結此文件: https://ir.lib.ncu.edu.tw/handle/987654321/101635


    題名: Global Sensitivity Analysis of the L-MEB Model for Retrieving Soil Moisture
    作者: 劉說安;Wang, Zengyan;Che, Tao;Liou, Yuei-An
    貢獻者: 太空及遙測研究中心
    關鍵詞: Albedo;Analytical models;Angle of incidence;Biological system modeling;Biosphere;Calibration;Global sensitivity analysis (SA);Incidence;L-band microwave emission of the biosphere (L-MEB);Land surface;Land surface temperature;Mathematical models;Optical analysis;passive microwave remote sensing;Roughness coefficient;Sensitivity;Sensitivity analysis;Soil (material);Soil moisture;Soil surfaces;Soil temperature;Temperature;Vegetation;Vegetation mapping
    日期: 2016-05-01
    上傳時間: 2026-04-21 14:39:39 (UTC+8)
    出版者: Institute of Electrical and Electronics Engineers Inc.;New York: IEEE
    摘要: 摘要: A global sensitivity analysis utilizing the extended Fourier amplitude sensitivity test is used to determine the parameter sensitivity of the L-band microwave emission of the biosphere (L-MEB) model. The results are analyzed from two perspectives of calibration and inversion. First, the parameters of surface soil moisture, soil roughness factor, vegetation optical depth at nadir, and effective land surface temperature are the four most sensitive parameters in the L-MEB model, demonstrating their possibility to be retrieved in the multiparameter retrieval approaches. Then, the high total sensitivity index (TSI) values of surface soil temperature in the analyses emphasize the importance of high-precision land surface temperature data in the surface soil moisture retrievals, especially for rougher or more vegetated surface conditions. Finally, our analysis indicates that TSI values are high for the soil surface roughness and vegetation optical depth model parameters but low for the vegetation structure, single scattering albedo, and soil roughness coefficient model parameters at incidence angles near nadir. This suggests that calibration experiments performed at small incidence angles may be appropriate for some but not all of the model parameters, which characterize the effect of soil surface roughness and vegetation on the terrestrial brightness temperature. Consequently, new calibration procedures that account for the different relative sensitivities of these model parameters at larger incidence angles may need to be developed in the future.
    其他題名: TGRS
    出版者: New York: IEEE
    出版日期: 2016-05
    出處: IEEE transactions on geoscience and remote sensing, 2016-05, Vol.54 (5), p.2949-2962
    資源來源: IEEE Electronic Library (IEL)
    版權: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2016
    識別號: ISSN: 0196-2892
    識別號: EISSN: 1558-0644
    識別號: DOI: 10.1109/TGRS.2015.2509176
    識別號: CODEN: IGRSD2
    顯示於類別:[太空及遙測研究中心] 期刊論文

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