메뉴 건너뛰기




Volumn 7, Issue 4, 2015, Pages 4424-4441

Advancing of land surface temperature retrieval using extreme learning machine and spatio-temporal adaptive data fusion algorithm

Author keywords

Extreme learning machine; Land surface temperature; Landsat; Modis; Spatial temporal fusion; Thermal infrared images

Indexed keywords

ALGORITHMS; ATMOSPHERIC TEMPERATURE; DATA FUSION; IMAGE RESOLUTION; INFRARED IMAGING; KNOWLEDGE ACQUISITION; LEARNING ALGORITHMS; LEARNING SYSTEMS; MEAN SQUARE ERROR; RADIOMETERS; REGRESSION ANALYSIS; SATELLITE IMAGERY; SENSOR DATA FUSION; SURFACE MEASUREMENT; SURFACE PROPERTIES;

EID: 84937906214     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs70404424     Document Type: Article
Times cited : (46)

References (47)
  • 1
    • 59749088975 scopus 로고    scopus 로고
    • Estimating land surface evaporation: A review of methods using remotely sensed surface temperature data
    • Kalma, J.D.; McVicar, T.R.; McCabe, M.F. Estimating land surface evaporation: A review of methods using remotely sensed surface temperature data. Surveys Geophys. 2008, 29, 421-469.
    • (2008) Surveys Geophys , vol.29 , pp. 421-469
    • Kalma, J.D.1    McVicar, T.R.2    McCabe, M.F.3
  • 2
    • 84863450829 scopus 로고    scopus 로고
    • Applications of a remote sensing-based two-source energy balance algorithm for mapping surface fluxes without in situ air temperature observations
    • Cammalleri, C.; Anderson, M.; Ciraolo, G.; D'Urso, G.; Kustas, W.; La Loggia, G.; Minacapilli, M. Applications of a remote sensing-based two-source energy balance algorithm for mapping surface fluxes without in situ air temperature observations. Remote Sens. Environ. 2012, 124, 502-515.
    • (2012) Remote Sens. Environ , vol.124 , pp. 502-515
    • Cammalleri, C.1    Anderson, M.2    Ciraolo, G.3    D'Urso, G.4    Kustas, W.5    La Loggia, G.6    Minacapilli, M.7
  • 3
    • 84876952993 scopus 로고    scopus 로고
    • Machine learning techniques for downscaling smos satellite soil moisture using modis land surface temperature for hydrological application
    • Srivastava, P.K.; Han, D.; Ramirez, M.R.; Islam, T. Machine learning techniques for downscaling smos satellite soil moisture using modis land surface temperature for hydrological application. Water Resour. Manag. 2013, 27, 3127-3144.
    • (2013) Water Resour. Manag , vol.27 , pp. 3127-3144
    • Srivastava, P.K.1    Han, D.2    Ramirez, M.R.3    Islam, T.4
  • 4
    • 84873666604 scopus 로고    scopus 로고
    • Retrieval of daily evolution of soil moisture from satellite-derived land surface temperature and net surface shortwave radiation
    • Song, X.; Leng, P.; Li, X.; Li, X.; Ma, J. Retrieval of daily evolution of soil moisture from satellite-derived land surface temperature and net surface shortwave radiation. Int. J. Remote Sens. 2013, 34, 3289-3298.
    • (2013) Int. J. Remote Sens , vol.34 , pp. 3289-3298
    • Song, X.1    Leng, P.2    Li, X.3    Li, X.4    Ma, J.5
  • 5
    • 84876529413 scopus 로고    scopus 로고
    • Mapping evaporation and estimation of surface control of evaporation using remotely sensed land surface temperature from a constellation of satellites
    • Bateni, S.; Entekhabi, D.; Castelli, F. Mapping evaporation and estimation of surface control of evaporation using remotely sensed land surface temperature from a constellation of satellites. Water Resour. Res. 2013, 49, 950-968.
    • (2013) Water Resour. Res. , vol.49 , pp. 950-968
    • Bateni, S.1    Entekhabi, D.2    Castelli, F.3
  • 6
    • 84873672538 scopus 로고    scopus 로고
    • Evaluating one-and two-source energy balance models in estimating surface evapotranspiration from Landsat-derived surface temperature and field measurements
    • Tang, R.; Li, Z.-L.; Jia, Y.; Li, C.; Chen, K.-S.; Sun, X.; Lou, J. Evaluating one-and two-source energy balance models in estimating surface evapotranspiration from Landsat-derived surface temperature and field measurements. Int. J. Remote Sens. 2013, 34, 3299-3313.
    • (2013) Int. J. Remote Sens , vol.34 , pp. 3299-3313
    • Tang, R.1    Li, Z.-L.2    Jia, Y.3    Li, C.4    Chen, K.-S.5    Sun, X.6    Lou, J.7
  • 8
    • 84867241241 scopus 로고    scopus 로고
    • Spatial variability of frontal area index and its relationship with urban heat island intensity
    • Wong, M.S.; Nichol, J.E. Spatial variability of frontal area index and its relationship with urban heat island intensity. Int. J. Remote Sens. 2013, 34, 885-896.
    • (2013) Int. J. Remote Sens , vol.34 , pp. 885-896
    • Wong, M.S.1    Nichol, J.E.2
  • 9
    • 84884717835 scopus 로고    scopus 로고
    • Modeling annual parameters of clear-sky land surface temperature variations and evaluating the impact of cloud cover using time series of landsat tir data
    • Weng, Q.; Fu, P. Modeling annual parameters of clear-sky land surface temperature variations and evaluating the impact of cloud cover using time series of landsat tir data. Remote Sens. Environ. 2014, 140, 267-278.
    • (2014) Remote Sens. Environ , vol.140 , pp. 267-278
    • Weng, Q.1    Fu, P.2
  • 11
    • 84865408436 scopus 로고    scopus 로고
    • Use of landsat thermal imagery in monitoring evapotranspiration and managing water resources
    • Anderson, M.C.; Allen, R.G.; Morse, A.; Kustas, W.P. Use of landsat thermal imagery in monitoring evapotranspiration and managing water resources. Remote Sens. Environ. 2012, 122, 50-65.
    • (2012) Remote Sens. Environ , vol.122 , pp. 50-65
    • Anderson, M.C.1    Allen, R.G.2    Morse, A.3    Kustas, W.P.4
  • 12
    • 33750051949 scopus 로고    scopus 로고
    • Aster and landsat ETM+ images applied to sugarcane yield forecast
    • Almeida, T.; de Souza Filho, C.; Rossetto, R. Aster and landsat ETM+ images applied to sugarcane yield forecast. Int. J. Remote Sens. 2006, 27, 4057-4069.
    • (2006) Int. J. Remote Sens , vol.27 , pp. 4057-4069
    • Almeida, T.1    de Souza Filho, C.2    Rossetto, R.3
  • 13
    • 84937919231 scopus 로고    scopus 로고
    • Automatic surface temperature mapping in arcgis using landsat-8 tirs and envi tools, case study: Al Habbaniyah Lake
    • Sameen, M.I.; Al Kubaisy, M.A. Automatic surface temperature mapping in arcgis using landsat- 8 tirs and envi tools, case study: Al Habbaniyah Lake. J. Environ. Earth Sci. 2014, 4, 12-17.
    • (2014) J. Environ. Earth Sci. , vol.4 , pp. 12-17
    • Sameen, M.I.1    Al Kubaisy, M.A.2
  • 14
    • 84872819066 scopus 로고    scopus 로고
    • Monitoring patterns of urban heat islands of the fast-growing shanghai metropolis, china: Using time-series of landsat tm/etm+ data
    • Li, Y.-Y.; Zhang, H.; Kainz, W. Monitoring patterns of urban heat islands of the fast-growing shanghai metropolis, china: Using time-series of landsat tm/etm+ data. Int. J. Appl. Earth Obs. Geoinf. 2012, 19, 127-138.
    • (2012) Int. J. Appl. Earth Obs. Geoinf. , vol.19 , pp. 127-138
    • Li, Y.-Y.1    Zhang, H.2    Kainz, W.3
  • 15
    • 34249804340 scopus 로고    scopus 로고
    • Estimating forest carbon fluxes in a disturbed southeastern landscape: Integration of remote sensing, forest inventory, and biogeochemical modeling
    • Masek, J.G.; Collatz, G.J. Estimating forest carbon fluxes in a disturbed southeastern landscape: Integration of remote sensing, forest inventory, and biogeochemical modeling. J. Geophys. Res. 2006, 111, doi:10.1029/2005JG000062.
    • (2006) J. Geophys. Res , vol.111
    • Masek, J.G.1    Collatz, G.J.2
  • 16
    • 39749112645 scopus 로고    scopus 로고
    • The availability of cloud-free landsat ETM+ data over the conterminous united states and globally
    • Ju, J.; Roy, D.P. The availability of cloud-free landsat ETM+ data over the conterminous united states and globally. Remote Sens. Environ. 2008, 112, 1196-1211.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 1196-1211
    • Ju, J.1    Roy, D.P.2
  • 17
    • 0025656674 scopus 로고
    • Advances in remote sensing technologies for forest surveys and management
    • Leckie, D.G. Advances in remote sensing technologies for forest surveys and management. Can. J. For. Res. 1990, 20, 464-483.
    • (1990) Can. J. For. Res. , vol.20 , pp. 464-483
    • Leckie, D.G.1
  • 19
    • 70349968086 scopus 로고    scopus 로고
    • Downscaling avhrr land surface temperatures for improved surface urban heat island intensity estimation
    • Stathopoulou, M.; Cartalis, C. Downscaling avhrr land surface temperatures for improved surface urban heat island intensity estimation. Remote Sens. Environ. 2009, 113, 2592-2605.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 2592-2605
    • Stathopoulou, M.1    Cartalis, C.2
  • 20
    • 0032030026 scopus 로고    scopus 로고
    • Review article multisensor image fusion in remote sensing: Concepts, methods and applications
    • Pohl, C.; Van Genderen, J. Review article multisensor image fusion in remote sensing: Concepts, methods and applications. Int. J. Remote Sens. 1998, 19, 823-854.
    • (1998) Int. J. Remote Sens , vol.19 , pp. 823-854
    • Pohl, C.1    Van Genderen, J.2
  • 21
    • 26444603835 scopus 로고    scopus 로고
    • A review of image fusion technology in 2005
    • International Society for Optics and Photonics: Bellingham WA, USA
    • Smith, M.I.; Heather, J.P. A review of image fusion technology in 2005. In Defense and Security, 2005; International Society for Optics and Photonics: Bellingham WA, USA, 2005; pp. 29-45.
    • (2005) Defense and Security, 2005 , pp. 29-45
    • Smith, M.I.1    Heather, J.P.2
  • 22
    • 84879194969 scopus 로고    scopus 로고
    • A review of potential image fusion methods for remote sensing-based irrigation management: Part II
    • Ha, W.; Gowda, P.H.; Howell, T.A. A review of potential image fusion methods for remote sensing-based irrigation management: Part II. Irrig. Sci. 2013, 31, 851-869.
    • (2013) Irrig. Sci. , vol.31 , pp. 851-869
    • Ha, W.1    Gowda, P.H.2    Howell, T.A.3
  • 23
    • 3042563271 scopus 로고    scopus 로고
    • Fusion of multispectral and panchromatic images using improved IHS and PCA mergers based on wavelet decomposition
    • González-Audícana, M.; Saleta, J.L.; Catalán, R.G.; García, R. Fusion of multispectral and panchromatic images using improved IHS and PCA mergers based on wavelet decomposition. IEEE Trans. Geosci. Remote Sens. 2004, 42, 1291-1299.
    • (2004) IEEE Trans. Geosci. Remote Sens. , vol.42 , pp. 1291-1299
    • González-Audícana, M.1    Saleta, J.L.2    Catalán, R.G.3    García, R.4
  • 24
    • 44649133923 scopus 로고    scopus 로고
    • Pixel-level image fusion using wavelets and principal component analysis
    • Naidu, V.; Raol, J. Pixel-level image fusion using wavelets and principal component analysis. Def. Sci. J. 2008, 58, 338-352.
    • (2008) Def. Sci. J. , vol.58 , pp. 338-352
    • Naidu, V.1    Raol, J.2
  • 25
    • 8344221153 scopus 로고    scopus 로고
    • A fast intensity-hue-saturation fusion technique with spectral adjustment for ikonos imagery
    • Tu, T.-M.; Huang, P.S.; Hung, C.-L.; Chang, C.-P. A fast intensity-hue-saturation fusion technique with spectral adjustment for ikonos imagery. IEEE Geosci. Remote Sens. Lett. 2004, 1, 309-312.
    • (2004) IEEE Geosci. Remote Sens. Lett. , vol.1 , pp. 309-312
    • Tu, T.-M.1    Huang, P.S.2    Hung, C.-L.3    Chang, C.-P.4
  • 26
    • 33744759890 scopus 로고    scopus 로고
    • A new intensity-hue-saturation fusion approach to image fusion with a tradeoffparameter
    • Choi, M. A new intensity-hue-saturation fusion approach to image fusion with a tradeoffparameter. IEEE Trans. Geosci. Remote Sens. 2006, 44, 1672-1682.
    • (2006) IEEE Trans. Geosci. Remote Sens. , vol.44 , pp. 1672-1682
    • Choi, M.1
  • 27
    • 34548204275 scopus 로고    scopus 로고
    • Wavelet based image fusion techniques-An introduction, review and comparison
    • Amolins, K.; Zhang, Y.; Dare, P. Wavelet based image fusion techniques-An introduction, review and comparison. ISPRS J. Photogramm. Remote Sens. 2007, 62, 249-263.
    • (2007) ISPRS J. Photogramm. Remote Sens , vol.62 , pp. 249-263
    • Amolins, K.1    Zhang, Y.2    Dare, P.3
  • 28
    • 17444367316 scopus 로고    scopus 로고
    • An ihs and wavelet integrated approach to improve pan-sharpening visual quality of natural colour ikonos and quickbird images
    • Zhang, Y.; Hong, G. An ihs and wavelet integrated approach to improve pan-sharpening visual quality of natural colour ikonos and quickbird images. Inf. Fus.2005, 6, 225-234.
    • (2005) Inf. Fus , vol.6 , pp. 225-234
    • Zhang, Y.1    Hong, G.2
  • 29
    • 79151476080 scopus 로고    scopus 로고
    • Sharpening thermal imageries: A generalized theoretical framework from an assimilation perspective
    • Zhan, W.; Chen, Y.; Zhou, J.; Li, J.; Liu, W. Sharpening thermal imageries: A generalized theoretical framework from an assimilation perspective. IEEE Trans. Geosci. Remote Sens. 2011, 49, 773-789.
    • (2011) IEEE Trans. Geosci. Remote Sens , vol.49 , pp. 773-789
    • Zhan, W.1    Chen, Y.2    Zhou, J.3    Li, J.4    Liu, W.5
  • 32
    • 65449128113 scopus 로고    scopus 로고
    • Up-scaling of sebal derived evapotranspiration maps from Landsat (30m) to MODIS (250m) scale
    • Hong, S.-H.; Hendrickx, J.M.; Borchers, B. Up-scaling of sebal derived evapotranspiration maps from Landsat (30m) to MODIS (250m) scale. J. Hydrol. 2009, 370, 122-138.
    • (2009) J. Hydrol. , vol.370 , pp. 122-138
    • Hong, S.-H.1    Hendrickx, J.M.2    Borchers, B.3
  • 34
    • 33746932125 scopus 로고    scopus 로고
    • On the blending of the Landsat and MODIS surface reflectance: Predicting daily landsat surface reflectance
    • Gao, F.; Masek, J.; Schwaller, M.; Hall, F. On the blending of the Landsat and MODIS surface reflectance: Predicting daily landsat surface reflectance. IEEE Trans. Geosci. Remote Sens. 2006, 44, 2207-2218.
    • (2006) IEEE Trans. Geosci. Remote Sens. , vol.44 , pp. 2207-2218
    • Gao, F.1    Masek, J.2    Schwaller, M.3    Hall, F.4
  • 35
    • 77956177720 scopus 로고    scopus 로고
    • An enhanced spatial and temporal adaptive reflectance fusion model for complex heterogeneous regions
    • Zhu, X.; Chen, J.; Gao, F.; Chen, X.; Masek, J.G. An enhanced spatial and temporal adaptive reflectance fusion model for complex heterogeneous regions. Remote Sens. Environ. 2010, 114, 2610-2623.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 2610-2623
    • Zhu, X.1    Chen, J.2    Gao, F.3    Chen, X.4    Masek, J.G.5
  • 36
    • 67651113818 scopus 로고    scopus 로고
    • Generation of dense time series synthetic landsat data through data blending with MODIS using a spatial and temporal adaptive reflectance fusion model
    • Hilker, T.; Wulder, M.A.; Coops, N.C.; Seitz, N.; White, J.C.; Gao, F.; Masek, J.G.; Stenhouse, G. Generation of dense time series synthetic landsat data through data blending with MODIS using a spatial and temporal adaptive reflectance fusion model. Remote Sens. Environ. 2009, 113, 1988-1999.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 1988-1999
    • Hilker, T.1    Wulder, M.A.2    Coops, N.C.3    Seitz, N.4    White, J.C.5    Gao, F.6    Masek, J.G.7    Stenhouse, G.8
  • 37
    • 44149102637 scopus 로고    scopus 로고
    • Multi-temporal modis-Landsat data fusion for relative radiometric normalization, gap filling, and prediction of landsat data
    • Roy, D.P.; Ju, J.; Lewis, P.; Schaaf, C.; Gao, F.; Hansen, M.; Lindquist, E. Multi-temporal modis-Landsat data fusion for relative radiometric normalization, gap filling, and prediction of landsat data. Remote Sens. Environ. 2008, 112, 3112-3130.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 3112-3130
    • Roy, D.P.1    Ju, J.2    Lewis, P.3    Schaaf, C.4    Gao, F.5    Hansen, M.6    Lindquist, E.7
  • 39
    • 84867089572 scopus 로고    scopus 로고
    • Spatiotemporal reflectance fusion via sparse representation
    • Huang, B.; Song, H. Spatiotemporal reflectance fusion via sparse representation. IEEE Trans. Geosci. Remote Sens. 2012, 50, 3707-3716.
    • (2012) IEEE Trans. Geosci. Remote Sens. , vol.50 , pp. 3707-3716
    • Huang, B.1    Song, H.2
  • 40
    • 84875725334 scopus 로고    scopus 로고
    • Spatiotemporal satellite image fusion through one-pair image learning
    • Song, H.; Huang, B. Spatiotemporal satellite image fusion through one-pair image learning. IEEE Trans. Geosci. Remote Sens. 2013, 51, 1883-1896.
    • (2013) IEEE Trans. Geosci. Remote Sens. , vol.51 , pp. 1883-1896
    • Song, H.1    Huang, B.2
  • 41
    • 84879919264 scopus 로고    scopus 로고
    • Generating high spatiotemporal resolution land surface temperature for urban heat island monitoring
    • Huang, B.; Wang, J.; Song, H.; Fu, D.; Wong, K. Generating high spatiotemporal resolution land surface temperature for urban heat island monitoring. IEEE Geosci. Remote Sens. Lett. 2013, 10, 1011-1015.
    • (2013) IEEE Geosci. Remote Sens. Lett. , vol.10 , pp. 1011-1015
    • Huang, B.1    Wang, J.2    Song, H.3    Fu, D.4    Wong, K.5
  • 42
    • 84894380258 scopus 로고    scopus 로고
    • Generating daily land surface temperature at landsat resolution by fusing Landsat and MODIS data
    • Weng, Q.; Fu, P.; Gao, F. Generating daily land surface temperature at landsat resolution by fusing Landsat and MODIS data. Remote Sens. Environ. 2014, 145, 55-67.
    • (2014) Remote Sens. Environ. , vol.145 , pp. 55-67
    • Weng, Q.1    Fu, P.2    Gao, F.3
  • 44
    • 85016690630 scopus 로고    scopus 로고
    • Fusion of thermal infrared and multispectral remote sensing images via neural network regression
    • Yao, W.; Han, M. Fusion of thermal infrared and multispectral remote sensing images via neural network regression. J. Image Gr. 2010, 15, 1278-1284.
    • (2010) J. Image Gr , vol.15 , pp. 1278-1284
    • Yao, W.1    Han, M.2
  • 46
    • 1442312805 scopus 로고    scopus 로고
    • A generalized single-channel method for retrieving land surface temperature from remote sensing data
    • Jiménez-Muñoz, J.C.; Sobrino, J.A. A generalized single-channel method for retrieving land surface temperature from remote sensing data. J. Geophys. Res. 2003, 108, doi:10.1029/2003JD003480.
    • (2003) J. Geophys. Res. , vol.108
    • Jiménez-Muñoz, J.C.1    Sobrino, J.A.2
  • 47
    • 1142293895 scopus 로고    scopus 로고
    • Quality assessment and validation of the MODIS global land surface temperature
    • Wan, Z.; Zhang, Y.; Zhang, Q.; Li, Z.-L. Quality assessment and validation of the MODIS global land surface temperature. Int. J. Remote Sens. 2004, 25, 261-274.
    • (2004) Int. J. Remote Sens , vol.25 , pp. 261-274
    • Wan, Z.1    Zhang, Y.2    Zhang, Q.3    Li, Z.-L.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.