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Volumn 113, Issue 5, 2009, Pages 919-927

Comparison of snow water equivalent retrieved from SSM/I passive microwave data using artificial neural network, projection pursuit and nonlinear regressions

Author keywords

Artificial neural network; Brightness temperature; Snow water equivalent; SSM I passive microwave data; Statistical regression models

Indexed keywords

ARTIFICIAL NEURAL NETWORK; BRIGHTNESS TEMPERATURE; SNOW WATER EQUIVALENT; SSM/I PASSIVE MICROWAVE DATA; STATISTICAL REGRESSION MODELS;

EID: 63649108606     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2009.01.004     Document Type: Article
Times cited : (25)

References (60)
  • 1
    • 0032411833 scopus 로고    scopus 로고
    • Accumulation and hoar effects on microwave emission in Greenland and ice-sheet dry-snow zones
    • Abdalati W., and Steffen K. Accumulation and hoar effects on microwave emission in Greenland and ice-sheet dry-snow zones. Journal of Glaciology 44 148 (1998) 523-531
    • (1998) Journal of Glaciology , vol.44 , Issue.148 , pp. 523-531
    • Abdalati, W.1    Steffen, K.2
  • 3
    • 0036333260 scopus 로고    scopus 로고
    • Hemispheric-scale comparison and evaluation of passive microwave snow algorithms
    • Armstrong R., and Brodzik M.J. Hemispheric-scale comparison and evaluation of passive microwave snow algorithms. Annals of Glaciology 34 (2002) 38-44
    • (2002) Annals of Glaciology , vol.34 , pp. 38-44
    • Armstrong, R.1    Brodzik, M.J.2
  • 4
    • 63649097111 scopus 로고    scopus 로고
    • Snow cover validation, National Snow and Ice Data Center (NSIDC)
    • Monterey CA, October 21-22
    • Armstrong, R., Brodzik, M.J., Savoie, M.H., 2003, Snow cover validation, National Snow and Ice Data Center (NSIDC), AMSR-E Joint Science Team Meeting, Monterey CA, October 21-22, (http://weather.msfc.nasa.gov/AMSR/).
    • (2003) AMSR-E Joint Science Team Meeting
    • Armstrong, R.1    Brodzik, M.J.2    Savoie, M.H.3
  • 5
    • 0030428648 scopus 로고    scopus 로고
    • Effects of forest on the snow parameters derived from microwave measurements during the boreal
    • Chang A., Foster J.L., and Hall D.K. Effects of forest on the snow parameters derived from microwave measurements during the boreal. Hydrological Procedure 10 (1996) 1565-1574
    • (1996) Hydrological Procedure , vol.10 , pp. 1565-1574
    • Chang, A.1    Foster, J.L.2    Hall, D.K.3
  • 9
    • 0030441971 scopus 로고    scopus 로고
    • A comparison of satellite observations and model simulations of column-integrated moisture and upper-tropospheric humidity
    • Chen C.-T., Roeckner E., and Soden B.J. A comparison of satellite observations and model simulations of column-integrated moisture and upper-tropospheric humidity. Journal of Climate 9 7 (1996) 1561-1585
    • (1996) Journal of Climate , vol.9 , Issue.7 , pp. 1561-1585
    • Chen, C.-T.1    Roeckner, E.2    Soden, B.J.3
  • 10
    • 0027833181 scopus 로고
    • Reflectivities of selected land surfaces types at 19 and 37 GHz from SSM/I observations
    • Choudhury B.J. Reflectivities of selected land surfaces types at 19 and 37 GHz from SSM/I observations. Remote Sensing of Environment 46 (1993) 1-17
    • (1993) Remote Sensing of Environment , vol.46 , pp. 1-17
    • Choudhury, B.J.1
  • 11
    • 0031932822 scopus 로고    scopus 로고
    • Using neural networks to assess the influence of changing seasonal climates in modifying discharge, dissolved organic carbon, and nitrogen export in eastern Canadian rivers
    • Clair T.A., and Ehrman J.M. Using neural networks to assess the influence of changing seasonal climates in modifying discharge, dissolved organic carbon, and nitrogen export in eastern Canadian rivers. Water Resources Research 34 3 (1998) 447-455
    • (1998) Water Resources Research , vol.34 , Issue.3 , pp. 447-455
    • Clair, T.A.1    Ehrman, J.M.2
  • 13
    • 34248186547 scopus 로고    scopus 로고
    • Trends in snow ablation over North America
    • 10.1002/joc.1426
    • Dyer J.L., and Mote T.L. Trends in snow ablation over North America. International Journal of Climatology 27 (2007) 739-748 10.1002/joc.1426
    • (2007) International Journal of Climatology , vol.27 , pp. 739-748
    • Dyer, J.L.1    Mote, T.L.2
  • 15
    • 0033372875 scopus 로고    scopus 로고
    • The significance of border training patterns in classification by a feed forward neural network using back propagation learning
    • Foody G.M. The significance of border training patterns in classification by a feed forward neural network using back propagation learning. International Journal of Remote Sensing 20 18 (1999) 3549-3562
    • (1999) International Journal of Remote Sensing , vol.20 , Issue.18 , pp. 3549-3562
    • Foody, G.M.1
  • 16
    • 0031277604 scopus 로고    scopus 로고
    • Comparison of snow mass estimates from a prototype passive microwave snow algorithm, a revised algorithm and snow depth climatology
    • Foster J.L., Chang A.T.C., and Hall D.K. Comparison of snow mass estimates from a prototype passive microwave snow algorithm, a revised algorithm and snow depth climatology. Remote Sensing Environment 62 (1997) 132-142
    • (1997) Remote Sensing Environment , vol.62 , pp. 132-142
    • Foster, J.L.1    Chang, A.T.C.2    Hall, D.K.3
  • 17
    • 0008637313 scopus 로고
    • Classification and multiple regression through projection pursuit
    • Department of Statistics, Stanford University
    • Friedman J.H. Classification and multiple regression through projection pursuit. Technical Report LCS012 (1985), Department of Statistics, Stanford University
    • (1985) Technical Report LCS012
    • Friedman, J.H.1
  • 19
    • 0030110562 scopus 로고    scopus 로고
    • Passive microwave snow research in Canadian high arctic
    • Gan T.Y. Passive microwave snow research in Canadian high arctic. Canadian Journal of Remote Sensing 22 1 (1996) 36-44
    • (1996) Canadian Journal of Remote Sensing , vol.22 , Issue.1 , pp. 36-44
    • Gan, T.Y.1
  • 20
    • 0024870255 scopus 로고
    • Determination of areal snow water equivalent on Canadian prairies using passive microwave satellite data
    • Vancouver, BC, Canada
    • Goodison B.E. Determination of areal snow water equivalent on Canadian prairies using passive microwave satellite data. In Proc. IEEE Int. Geoscience and Remote Sensing, Symp.'89 Vol. 3 (1989) 243-246 Vancouver, BC, Canada
    • (1989) In Proc. IEEE Int. Geoscience and Remote Sensing, Symp.'89 , vol.3 , pp. 243-246
    • Goodison, B.E.1
  • 22
    • 0001355481 scopus 로고
    • Canadian development and use of snow cover information from passive microwave satellite data
    • Goodison B.E., and Walker A.E. Canadian development and use of snow cover information from passive microwave satellite data. ESA/NASA International Workshop (1994) 245-262
    • (1994) ESA/NASA International Workshop , pp. 245-262
    • Goodison, B.E.1    Walker, A.E.2
  • 23
    • 63649089786 scopus 로고    scopus 로고
    • Superior training of artificial neural networks using weighted-space partitioning, paper presented at 1997
    • Inst. of Electr. and Electron. Eng, Houston, Tex
    • Gupta H.V., Hsu K., and Sorooshian S. Superior training of artificial neural networks using weighted-space partitioning, paper presented at 1997. IEEE Int. Conf. on Neural Networks (1997), Inst. of Electr. and Electron. Eng, Houston, Tex
    • (1997) IEEE Int. Conf. on Neural Networks
    • Gupta, H.V.1    Hsu, K.2    Sorooshian, S.3
  • 25
    • 45249128046 scopus 로고
    • Microwave radiometry on snow
    • Hallikainen M.T. Microwave radiometry on snow. Advanced Space Research 9 1 (1989) 267-275
    • (1989) Advanced Space Research , vol.9 , Issue.1 , pp. 267-275
    • Hallikainen, M.T.1
  • 27
    • 0026625995 scopus 로고
    • Comparison of algorithms for retrieval of snow water equivalent from Nimbus-7 SMMR data in Finland
    • Hallikainen M.T., and Jolma P.A. Comparison of algorithms for retrieval of snow water equivalent from Nimbus-7 SMMR data in Finland. IEEE Transactions on Geoscience and Remote Sensing 30 (1992) 124-131
    • (1992) IEEE Transactions on Geoscience and Remote Sensing , vol.30 , pp. 124-131
    • Hallikainen, M.T.1    Jolma, P.A.2
  • 29
    • 0019227403 scopus 로고
    • Investigation of snow perimeters using microwave radiometry in the in the 3- to 60-mm wavelength region
    • Hofer R., and Mätzler C. Investigation of snow perimeters using microwave radiometry in the in the 3- to 60-mm wavelength region. Journal of Geophysical Research 85 Cl (1980) 453-460
    • (1980) Journal of Geophysical Research , vol.85 , Issue.Cl , pp. 453-460
    • Hofer, R.1    Mätzler, C.2
  • 30
    • 0032466364 scopus 로고    scopus 로고
    • Applying neural network models to prediction and data analysis in meteorology and oceanography
    • Hsieh W.W., and Tang B. Applying neural network models to prediction and data analysis in meteorology and oceanography. Bulletin of the American Meteorological Society, AMS 79 9 (1998) 1855-1870
    • (1998) Bulletin of the American Meteorological Society, AMS , vol.79 , Issue.9 , pp. 1855-1870
    • Hsieh, W.W.1    Tang, B.2
  • 31
    • 0032917913 scopus 로고    scopus 로고
    • Estimation of physical variables from multi-channel remotely sensed imagery using a neural network: Application to rainfall estimation
    • Hsu K., Gupta H.V., Gao X., and Sorooshian S. Estimation of physical variables from multi-channel remotely sensed imagery using a neural network: Application to rainfall estimation. Water Resources Research 35 5 (1999) 1605-1618
    • (1999) Water Resources Research , vol.35 , Issue.5 , pp. 1605-1618
    • Hsu, K.1    Gupta, H.V.2    Gao, X.3    Sorooshian, S.4
  • 33
    • 0030270228 scopus 로고    scopus 로고
    • Engineering application of the self-organizing map
    • Kohonen T., Oja E., Simula O., and Kangas J. Engineering application of the self-organizing map. Proc. IEEE 84 10 (1996) 1358-1383
    • (1996) Proc. IEEE , vol.84 , Issue.10 , pp. 1358-1383
    • Kohonen, T.1    Oja, E.2    Simula, O.3    Kangas, J.4
  • 34
    • 0032072395 scopus 로고    scopus 로고
    • Robust nonlinear systems identification using neural networks models
    • Lu S., and Basar T. Robust nonlinear systems identification using neural networks models. IEEE Transactions on Neural Networks 9 3 (1998)
    • (1998) IEEE Transactions on Neural Networks , vol.9 , Issue.3
    • Lu, S.1    Basar, T.2
  • 35
    • 21844506689 scopus 로고
    • Passive microwave signatures of landscapes in winter
    • Mätzler C. Passive microwave signatures of landscapes in winter. Meterology and Atmospheric Physics 54 (1994) 241-260
    • (1994) Meterology and Atmospheric Physics , vol.54 , pp. 241-260
    • Mätzler, C.1
  • 37
    • 63649141911 scopus 로고    scopus 로고
    • Derivation of an improved snow water equivalent adjustment factor map for application on snowfall ruler measurements in Canada
    • Mekis E{hook above}., and Hopkinson R. Derivation of an improved snow water equivalent adjustment factor map for application on snowfall ruler measurements in Canada. Proceedings, Fourteenth Conference on Climatology, Seattle, WA (2004) 12-15
    • (2004) Proceedings, Fourteenth Conference on Climatology, Seattle, WA , pp. 12-15
    • Mekis, E.1    Hopkinson, R.2
  • 39
    • 0014776873 scopus 로고
    • River flow forecasting through conceptual models; Part 1 - A discussion of principles
    • Nash J.E., and Sutcliffe J.V. River flow forecasting through conceptual models; Part 1 - A discussion of principles. Journal of Hydrology 10 3 (1970) 282-290
    • (1970) Journal of Hydrology , vol.10 , Issue.3 , pp. 282-290
    • Nash, J.E.1    Sutcliffe, J.V.2
  • 40
    • 0025489274 scopus 로고
    • Land-surface-type classification using microwave brightness temperatures from the special sensor microwave/imager
    • Neale C.M.U., McFarland M.L., and Chang K. Land-surface-type classification using microwave brightness temperatures from the special sensor microwave/imager. IEEE Transactions on Geoscience and Remote Sensing 28 5 (1990) 829-837
    • (1990) IEEE Transactions on Geoscience and Remote Sensing , vol.28 , Issue.5 , pp. 829-837
    • Neale, C.M.U.1    McFarland, M.L.2    Chang, K.3
  • 43
    • 0242714328 scopus 로고
    • Intercomparison of snow retrieval algorithms by means of spaceborne microwave radiometry
    • Choudhury B.J., Kerr Y.H., Njoki E.G., and Pampaloni P. (Eds), VSP, Utrecht, The Netherlands
    • Rott H., and Nagler T. Intercomparison of snow retrieval algorithms by means of spaceborne microwave radiometry. In: Choudhury B.J., Kerr Y.H., Njoki E.G., and Pampaloni P. (Eds). Passive microwave remote sensing of Land-Atmosphere Interactions (1995), VSP, Utrecht, The Netherlands 227-241
    • (1995) Passive microwave remote sensing of Land-Atmosphere Interactions , pp. 227-241
    • Rott, H.1    Nagler, T.2
  • 44
    • 0028669998 scopus 로고
    • Learning disaggregation technique for the operation of long-term hydrologic power system
    • Saad M., Turgeaon A., Bigras P., and Duquette R. Learning disaggregation technique for the operation of long-term hydrologic power system. Water Resources Research 30 11 (1994) 1395-3202
    • (1994) Water Resources Research , vol.30 , Issue.11 , pp. 1395-3202
    • Saad, M.1    Turgeaon, A.2    Bigras, P.3    Duquette, R.4
  • 45
    • 33746373815 scopus 로고    scopus 로고
    • Development of the Aqua MODIS NDSI fractional snow cover algorithm and validation results
    • Salomonson V.V., and Appel I. Development of the Aqua MODIS NDSI fractional snow cover algorithm and validation results. IEEE Transactions on Geoscience and Remote Sensing 44 7 (2006) 1747-1756
    • (2006) IEEE Transactions on Geoscience and Remote Sensing , vol.44 , Issue.7 , pp. 1747-1756
    • Salomonson, V.V.1    Appel, I.2
  • 46
    • 0021077451 scopus 로고
    • Selection of microwave bands for global detection of snow
    • Schanda E. Selection of microwave bands for global detection of snow. Advances in Space Research 3 2 (1983) 303-308
    • (1983) Advances in Space Research , vol.3 , Issue.2 , pp. 303-308
    • Schanda, E.1
  • 47
    • 0034316202 scopus 로고    scopus 로고
    • Estimation of snow water equivalent using SIR-C/X-SAR, Part I: Inferring snow density and subsurface properties
    • Shi J., and Dozier J. Estimation of snow water equivalent using SIR-C/X-SAR, Part I: Inferring snow density and subsurface properties. IEEE Transactions on Geoscience and Remote Sensing 38 6 (2000) 2465-2474
    • (2000) IEEE Transactions on Geoscience and Remote Sensing , vol.38 , Issue.6 , pp. 2465-2474
    • Shi, J.1    Dozier, J.2
  • 48
    • 0034333269 scopus 로고    scopus 로고
    • Retrieval of snow water equivalent using passive microwave brightness temperature data
    • Singh P.R., and Gan T.Y. Retrieval of snow water equivalent using passive microwave brightness temperature data. Remote Sensing of Environment 74 (2000) 275-286
    • (2000) Remote Sensing of Environment , vol.74 , pp. 275-286
    • Singh, P.R.1    Gan, T.Y.2
  • 50
    • 33847055519 scopus 로고    scopus 로고
    • Lagged relationships between North American snow mass and atmospheric teleconnection indices
    • 10.1002/joc.1395
    • Sobolowski S., and Frei A. Lagged relationships between North American snow mass and atmospheric teleconnection indices. International Journal of Climatology 27 (2007) 221-231 10.1002/joc.1395
    • (2007) International Journal of Climatology , vol.27 , pp. 221-231
    • Sobolowski, S.1    Frei, A.2
  • 52
    • 22744451805 scopus 로고    scopus 로고
    • Using MODIS snow cover maps in modeling snowmelt runoff process in the eastern part of Turkey
    • Tekeli E., Akyurek A., Sensoy A., and Sorman A.U. Using MODIS snow cover maps in modeling snowmelt runoff process in the eastern part of Turkey. Remote Sensing of Environment 97 (2005) 216-230
    • (2005) Remote Sensing of Environment , vol.97 , pp. 216-230
    • Tekeli, E.1    Akyurek, A.2    Sensoy, A.3    Sorman, A.U.4
  • 53
    • 63649152731 scopus 로고    scopus 로고
    • Staying Alive in Mountainous Terrain, 2nd ed
    • (304 pp.)
    • Tremper B. Staying Alive in Mountainous Terrain, 2nd ed. The Mountaineers Books (2008) (304 pp.)
    • (2008) The Mountaineers Books
    • Tremper, B.1
  • 54
  • 55
    • 0034187542 scopus 로고    scopus 로고
    • Dense media radiative transfer theory based on quasicrystalline approximation with applications to passive microwave remote sensing of snow
    • Tsang L., Chen C.T., Chang A.T.C., Guo J., and Ding K.H. Dense media radiative transfer theory based on quasicrystalline approximation with applications to passive microwave remote sensing of snow. Radio Science 35 3 (2000) 731-749
    • (2000) Radio Science , vol.35 , Issue.3 , pp. 731-749
    • Tsang, L.1    Chen, C.T.2    Chang, A.T.C.3    Guo, J.4    Ding, K.H.5
  • 57
    • 0027845674 scopus 로고
    • Discrimination of a wet snow cover using passive microwave satellite data
    • Walker A.E., and Goodison B.E. Discrimination of a wet snow cover using passive microwave satellite data. Annals of Glaciology 17 (1993) 307-311
    • (1993) Annals of Glaciology , vol.17 , pp. 307-311
    • Walker, A.E.1    Goodison, B.E.2
  • 58
    • 0033400432 scopus 로고    scopus 로고
    • A neural network model for predicting the bulk-skin temperature difference at the sea surface
    • Ward B., and Redfern S. A neural network model for predicting the bulk-skin temperature difference at the sea surface. International Journal of Remote Sensing 20 18 (1999) 3533-3548
    • (1999) International Journal of Remote Sensing , vol.20 , Issue.18 , pp. 3533-3548
    • Ward, B.1    Redfern, S.2
  • 59
    • 0033099797 scopus 로고    scopus 로고
    • Mapping snow water equivalent in the mountainous areas by combining a spatially distributed snow hydrology model with passive microwave remote sensing data
    • Wilson L., Tsang L., Hwang J.-N., and Chen C.-T. Mapping snow water equivalent in the mountainous areas by combining a spatially distributed snow hydrology model with passive microwave remote sensing data. IEEE Transactions on Geoscience and Remote Sensing 37 (1999) 690-704
    • (1999) IEEE Transactions on Geoscience and Remote Sensing , vol.37 , pp. 690-704
    • Wilson, L.1    Tsang, L.2    Hwang, J.-N.3    Chen, C.-T.4
  • 60
    • 0000829025 scopus 로고
    • Microwave emissivity and accumulation rate of polar firn
    • Zwally H.J. Microwave emissivity and accumulation rate of polar firn. Journal of Glaciology 18 (1977) 195-215
    • (1977) Journal of Glaciology , vol.18 , pp. 195-215
    • Zwally, H.J.1


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