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Volumn 2013-June, Issue , 2013, Pages

Estimation of soil moisture from airborne hyperspectral imagery with support vector regression

Author keywords

Bare Soils; Hyperspectral Imagery; Soil Moisture Estimation; Support Vector Regression (SVR)

Indexed keywords

IMAGE PROCESSING; REGRESSION ANALYSIS; REMOTE SENSING; SAMPLING; SPECTROSCOPY;

EID: 84922661076     PISSN: 21586276     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WHISPERS.2013.8080716     Document Type: Conference Paper
Times cited : (11)

References (22)
  • 1
    • 85038577009 scopus 로고    scopus 로고
    • Marshall space flight center earth science office
    • NASA
    • NASA, Marshall Space Flight Center Earth Science Office, "Soil Moisture http://www. ghcc. msfc. nasa. gov/landprocess
    • Soil Moisture
  • 2
    • 0026835122 scopus 로고
    • Backscattering from a randomly rough dielectric surface
    • A. K. Fung, Z. Li, K. S. Chen, "Backscattering from a randomly rough dielectric surface". IEEE Trans. Geosci. Remote Sens. 1992, 30, 356-369.
    • (1992) IEEE Trans. Geosci. Remote Sens , vol.30 , pp. 356-369
    • Fung, A.K.1    Li, Z.2    Chen, K.S.3
  • 3
    • 0026838708 scopus 로고
    • An empirical model and an inversion technique for radar scattering from bare soil surfaces
    • Y. Oh, K. Sarabandi, F. T Ulaby, "An empirical model and an inversion technique for radar scattering from bare soil surfaces". IEEE Trans. Geosci. Remote Sens. 1992, 30, 370-381.
    • (1992) IEEE Trans. Geosci. Remote Sens. , vol.30 , pp. 370-381
    • Oh, Y.1    Sarabandi, K.2    Ulaby, F.T.3
  • 4
    • 0031234753 scopus 로고    scopus 로고
    • Estimation of bare surface soil moisture and surface roughness parameter using L-band SAR image data
    • J. Shi, J. Wang, A. Y Hsu, P. E O'Neill, E. T Engman, "Estimation of bare surface soil moisture and surface roughness parameter using L-band SAR image data". IEEE Trans. Geosci. Remote Sens. 1997, 35, 1254-1266.
    • (1997) IEEE Trans. Geosci. Remote Sens. , vol.35 , pp. 1254-1266
    • Shi, J.1    Wang, J.2    Hsu, A.Y.3    O'Neill, P.E.4    Engman, E.T.5
  • 6
    • 0017949166 scopus 로고
    • Vegetation modeled as a water cloud
    • E. P. W Attema, F. T. Ulaby, "Vegetation modeled as a water cloud". Radio Science Vol. 13, pp. 357-364, 1978.
    • (1978) Radio Science , vol.13 , pp. 357-364
    • Attema, E.P.W.1    Ulaby, F.T.2
  • 9
    • 28944437218 scopus 로고    scopus 로고
    • Relationship between soil moisture content and soil surface reflectance
    • A. L. Kaleita, L. F. Tian, M. C. Hirschi, "Relationship between soil moisture content and soil surface reflectance", Trans. ASAE, vol. 48(50), pp. 1979-1986, 2005.
    • (2005) Trans. ASAE , vol.48 , Issue.50 , pp. 1979-1986
    • Kaleita, A.L.1    Tian, L.F.2    Hirschi, M.C.3
  • 12
    • 84855469887 scopus 로고    scopus 로고
    • A method to estimate soil moisture from Airborne Hyperspectral Scanner (AHS) and ASTER data: Application to SEN2FLEX and SEN3EXP campaigns
    • J. A. Sobrino, B. Franc, C. Mattar, J. C Jiménez-Muñoz, C. Corbari, 2012. "A method to estimate soil moisture from Airborne Hyperspectral Scanner (AHS) and ASTER data: Application to SEN2FLEX and SEN3EXP campaigns". Remote Sens. Environ., 117, 415-428.
    • (2012) Remote Sens. Environ. , vol.117 , pp. 415-428
    • Sobrino, J.A.1    Franc, B.2    Mattar, C.3    Jiménez-Muñoz, J.C.4    Corbari, C.5
  • 13
    • 80052959710 scopus 로고    scopus 로고
    • Calibration and validation of salt-resistant hyperspectral indices for estimating soil moisture in arid land
    • Q. Wang, P. Li, P. Zhi, X. Chen, "Calibration and validation of salt-resistant hyperspectral indices for estimating soil moisture in arid land", Journal of Hydrology, Volume 408, Issue 3, p. 276-285, 2011.
    • (2011) Journal of Hydrology , vol.408 , Issue.3 , pp. 276-285
    • Wang, Q.1    Li, P.2    Zhi, P.3    Chen, X.4
  • 14
    • 0036321939 scopus 로고    scopus 로고
    • Relating soil surface moisture to reflectance
    • L. Liu, F. Baret, G. Xingfa, et al., "Relating soil surface moisture to reflectance", Remote Sensing of Environment, 81, 238-246, 2002.
    • (2002) Remote Sensing of Environment , vol.81 , pp. 238-246
    • Liu, L.1    Baret, F.2    Xingfa, G.3
  • 16
    • 80255137400 scopus 로고    scopus 로고
    • Estimating soil moisture with support vector regression technique
    • November
    • L. Pasolli, C. Notarnicola, L. Bruzzone, "Estimating soil moisture with support vector regression technique" IEEE Geosci. Remote Sens., vol 8, no. 6, pp. 1080-1084, November 2011.
    • (2011) IEEE Geosci. Remote Sens. , vol.8 , Issue.6 , pp. 1080-1084
    • Pasolli, L.1    Notarnicola, C.2    Bruzzone, L.3
  • 18
    • 33746606930 scopus 로고    scopus 로고
    • Robust support vector regression for biophysical parameter estimation from remotely sensed images
    • G. Camps-Valls, L. Bruzzone, J. L. Rojo-Alvarez, F. Melgani, "Robust support vector regression for biophysical parameter estimation from remotely sensed images", IEEE Geosci. Remote Sens. Lett., 3(3), 339-343, 2006.
    • (2006) IEEE Geosci. Remote Sens. Lett. , vol.3 , Issue.3 , pp. 339-343
    • Camps-Valls, G.1    Bruzzone, L.2    Rojo-Alvarez, J.L.3    Melgani, F.4
  • 21
    • 84866367216 scopus 로고    scopus 로고
    • Use of airborne hyperspectral imagery to map soil properties in tilled agricultural fields
    • W. D. Hively, G. W. McCarty et al, "Use of Airborne Hyperspectral Imagery to Map Soil Properties in Tilled Agricultural Fields", Applied and Environ. Soil Science, vol. 2011
    • Applied and Environ. Soil Science , vol.2011
    • Hively, W.D.1    McCarty, G.W.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.