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Volumn 8, Issue 2, 2016, Pages 691-702

An innovative approach to improve SRTM DEM using multispectral imagery and artificial neural network

Author keywords

ANN; Landsat 8; SRTM improvements

Indexed keywords

CATCHMENTS; DATA FLOW ANALYSIS; FORESTRY; LOW PASS FILTERS; MEAN SQUARE ERROR; NEURAL NETWORKS; PATTERN RECOGNITION; REMOTE SENSING; STEREO IMAGE PROCESSING; TRACKING RADAR;

EID: 84970004073     PISSN: None     EISSN: 19422466     Source Type: Journal    
DOI: 10.1002/2015MS000536     Document Type: Article
Times cited : (40)

References (42)
  • 1
    • 34247093213 scopus 로고    scopus 로고
    • Glacier changes in the Tien Shan as determined from topographic and remotely sensed data
    • Aizen, V. B., V. A. Kuzmichenok, A. B. Surazakov, and E. M. Aizen (2007), Glacier changes in the Tien Shan as determined from topographic and remotely sensed data, Global Planet. Change, 56,328–340.
    • (2007) Global Planet. Change , vol.56 , pp. 328-340
    • Aizen, V.B.1    Kuzmichenok, V.A.2    Surazakov, A.B.3    Aizen, E.M.4
  • 2
    • 33845901303 scopus 로고    scopus 로고
    • Near-global validation of the SRTM DEM using satellite radar altimetry
    • Berry, P. A. M., J. D. Garlick, and R. G. Smith (2007), Near-global validation of the SRTM DEM using satellite radar altimetry", Remote Sens. Environ., 106(1), 17–27.
    • (2007) Remote Sens. Environ. , vol.106 , Issue.1 , pp. 17-27
    • Berry, P.A.M.1    Garlick, J.D.2    Smith, R.G.3
  • 3
    • 3042620540 scopus 로고    scopus 로고
    • Integrated water resources management: A reassessment
    • Biswas, A. K. (2004), Integrated water resources management: A reassessment, Water Int., 29(2), 248–256, doi:10.1080/02508060408691775.
    • (2004) Water Int. , vol.29 , Issue.2 , pp. 248-256
    • Biswas, A.K.1
  • 4
    • 39049097551 scopus 로고    scopus 로고
    • Integrated water resources management: Is it working?
    • Biswas, A. K. (2008). Integrated water resources management: Is it working?, Int. J. Water Resour. Dev., 24, 5–22, doi:10.1080/07900620701871718.
    • (2008) Int. J. Water Resour. Dev. , vol.24 , pp. 5-22
    • Biswas, A.K.1
  • 5
    • 0022083879 scopus 로고
    • Spectral reflectances of natural targets for use in remote sensing studies
    • NASA, Washington, D. C
    • Bowker, D. E., R. E. Davis, D. L. Myrick, K. Stacy, and W. T. Jones (1985), Spectral reflectances of natural targets for use in remote sensing studies, NASA Ref. Publ. 1139, NASA, Washington, D. C. [Available at: http://ntrs.nasa.gov/archive/nasa/casi.ntrs.nasa.gov/19850022138.pdf.]
    • (1985) NASA Ref. Publ , pp. 1139
    • Bowker, D.E.1    Davis, R.E.2    Myrick, D.L.3    Stacy, K.4    Jones, W.T.5
  • 6
    • 84919846097 scopus 로고    scopus 로고
    • Datasharing bottlenecks in transboundary integrated water resources management: A case study of the Mekong River Commission's procedures for data sharing in the Thai context
    • Bunthida, P., U. W. Uta, and P. van der Zaag (2014). Datasharing bottlenecks in transboundary integrated water resources management: A case study of the Mekong River Commission's procedures for data sharing in the Thai context, Water Int., 39(7), 933–951, doi:10.1080/02508060.2015.981783.
    • (2014) Water Int. , vol.39 , Issue.7 , pp. 933-951
    • Bunthida, P.1    Uta, U.W.2    van der Zaag, P.3
  • 8
    • 33644683948 scopus 로고    scopus 로고
    • SRTM C-band and ICESat laser altimetry elevation comparisons as a function of tree cover and relief
    • Carabajal, C. C., and D. J. Harding (2006), SRTM C-band and ICESat laser altimetry elevation comparisons as a function of tree cover and relief, Photogramm. Eng. Remote Sens., 72(3), 287–298.
    • (2006) Photogramm. Eng. Remote Sens. , vol.72 , Issue.3 , pp. 287-298
    • Carabajal, C.C.1    Harding, D.J.2
  • 9
    • 20344369583 scopus 로고    scopus 로고
    • Groundwater level forecasting using artificial neural networks
    • Daliakopoulosa, I. N., P. Coulibaly, and I. K. Tsanis (2005), Groundwater level forecasting using artificial neural networks, J. Hydrol., 309, 229–240.
    • (2005) J. Hydrol. , vol.309 , pp. 229-240
    • Daliakopoulosa, I.N.1    Coulibaly, P.2    Tsanis, I.K.3
  • 10
    • 78649751708 scopus 로고    scopus 로고
    • Two-dimensional numerical assessment of the hydrodynamics of the Nile swamps in southern Sudan
    • Fohrer, N., and G. Petersen (2010), Two-dimensional numerical assessment of the hydrodynamics of the Nile swamps in southern Sudan, Hydrol. Sci. J., 55(1), 17–26, doi:10.1080/02626660903525252.
    • (2010) Hydrol. Sci. J. , vol.55 , Issue.1 , pp. 17-26
    • Fohrer, N.1    Petersen, G.2
  • 11
    • 0030429663 scopus 로고    scopus 로고
    • NDWI: A normalized difference water index for remote sensing of vegetation liquid water from space
    • Gao, B.-C. (1996), NDWI: A normalized difference water index for remote sensing of vegetation liquid water from space, Remote Sens. Environ., 58(3), 257–266.
    • (1996) Remote Sens. Environ. , vol.58 , Issue.3 , pp. 257-266
    • Gao, B.-C.1
  • 12
    • 85027951032 scopus 로고    scopus 로고
    • Generation of spectral-temporal response surfaces by combining multispectral satellite and hyperspectral UAV imagery for precision agriculture applications
    • June
    • Gevaert, C. M., C. M. Gevaert, J. Suomalainen, J. Tang, and L. Kooistra (2015) Generation of spectral-temporal response surfaces by combining multispectral satellite and hyperspectral UAV imagery for precision agriculture applications, IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens., 8(6), pp. 3140–3146, June, doi:10.1109/JSTARS.2015.2406339.
    • (2015) IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens. , vol.8 , Issue.6 , pp. 3140-3146
    • Gevaert, C.M.1    Gevaert, C.M.2    Suomalainen, J.3    Tang, J.4    Kooistra, L.5
  • 13
    • 84865677290 scopus 로고    scopus 로고
    • Application of airborne LiDAR data and airborne multispectral imagery to structural mapping of the upper section of the troodos ophiolite, cyprus
    • Grebby, S., D. Cunningham, J. Naden, and K. Tansey (2012), Application of airborne LiDAR data and airborne multispectral imagery to structural mapping of the upper section of the troodos ophiolite, cyprus, Int. J. Earth Sci., 101(6), 1645–1660, doi:10.1007/s00531-011-0742-3.
    • (2012) Int. J. Earth Sci. , vol.101 , Issue.6 , pp. 1645-1660
    • Grebby, S.1    Cunningham, D.2    Naden, J.3    Tansey, K.4
  • 15
    • 84877649958 scopus 로고    scopus 로고
    • Forest canopy height estimation using ICESat/GLAS data and error factor analysis in Hokkaido, Japan
    • Hayashi, M., S. Nobuko, O. Hiroyuki, and Y. Yoshiki (2013), Forest canopy height estimation using ICESat/GLAS data and error factor analysis in Hokkaido, Japan, ISPRS J. Photogramm. Remote Sens., 81, 12–18, doi:10.1016/j.isprsjprs.2013.04.004.
    • (2013) ISPRS J. Photogramm. Remote Sens. , vol.81 , pp. 12-18
    • Hayashi, M.1    Nobuko, S.2    Hiroyuki, O.3    Yoshiki, Y.4
  • 17
    • 77950798098 scopus 로고    scopus 로고
    • An analysis of geomorphology characteristics of the Altai Mountain based on DEM
    • Hong, S. Y., X. H. Shen, F. Jing, and Z. C. Du (2007), An analysis of geomorphology characteristics of the Altai Mountain based on DEM, Remote Sens. Land Resour., 73, 62–66.
    • (2007) Remote Sens. Land Resour. , vol.73 , pp. 62-66
    • Hong, S.Y.1    Shen, X.H.2    Jing, F.3    Du, Z.C.4
  • 18
    • 84880276824 scopus 로고    scopus 로고
    • A novel approach to estimate canopy height using ICESat/GLAS data: A case study in the New Forest National Park, UK
    • Irfan A. I., D. Jadunandan, U. Saleem, and A. Ghayyas (2013), A novel approach to estimate canopy height using ICESat/GLAS data: A case study in the New Forest National Park, UK, Int. J. Appl. Earth Observ. Geoinform., 23, 109–118, doi:10.1016/j.jag.2012.12.009.
    • (2013) Int. J. Appl. Earth Observ. Geoinform. , vol.23 , pp. 109-118
    • Irfan, A.I.1    Jadunandan, D.2    Saleem, U.3    Ghayyas, A.4
  • 19
  • 23
    • 51249194645 scopus 로고
    • A logical calculus of the ideas imminent in nervous activity
    • McCulloch, W. S., and W. Pitts (1943), A logical calculus of the ideas imminent in nervous activity, Bull. Math. Biophys., 5, 115–133.
    • (1943) Bull. Math. Biophys. , vol.5 , pp. 115-133
    • McCulloch, W.S.1    Pitts, W.2
  • 24
    • 85071482221 scopus 로고    scopus 로고
    • The Mekong: IWRM and institutions
    • in, edited by, O. Varis, C. Tortajada, A. K. Biswas, Springer, Berlin
    • Mehtonen, K., M. Keskinen, and O. Varis (2008), The Mekong: IWRM and institutions, in Management of Trans-Boundary Rivers and Lakes, edited by O. Varis, C. Tortajada, and A. K. Biswas, pp. 207–226,Springer, Berlin.
    • (2008) Management of Trans-Boundary Rivers and Lakes , pp. 207-226
    • Mehtonen, K.1    Keskinen, M.2    Varis, O.3
  • 26
    • 0037319812 scopus 로고    scopus 로고
    • The shuttle radar topography mission-a new class of digital elevation models acquired by spaceborne radar
    • Rabus, B., M. Eineder, A. Roth, and R. Bamler (2003), The shuttle radar topography mission-a new class of digital elevation models acquired by spaceborne radar, ISPRS J. Photogramm. Remote Sens., 57, 241–262.
    • (2003) ISPRS J. Photogramm. Remote Sens. , vol.57 , pp. 241-262
    • Rabus, B.1    Eineder, M.2    Roth, A.3    Bamler, R.4
  • 27
    • 84979605552 scopus 로고    scopus 로고
    • High resolution DEM generation from satellite stereo images, technical report
    • Natl. Univ. of Singapore, Singapore
    • Raju, D. K. (2011). High resolution DEM generation from satellite stereo images, technical report, 29 pp., Tropical Mar. Sci. Inst., Natl. Univ. of Singapore, Singapore.
    • (2011) Tropical Mar. Sci. Inst.
    • Raju, D.K.1
  • 31
    • 34248225364 scopus 로고    scopus 로고
    • Evaluation of on-line DEMs for flood inundation modeling
    • Sanders, B. F. (2007), Evaluation of on-line DEMs for flood inundation modeling, Adv. Water Resour., 30, 1831–1843.
    • (2007) Adv. Water Resour. , vol.30 , pp. 1831-1843
    • Sanders, B.F.1
  • 32
    • 0004120389 scopus 로고    scopus 로고
    • Introduction to Hyperspectral Imaging
    • Lincoln, Nebraska
    • Smith, B. (2012), Introduction to Hyperspectral Imaging, MicroImages, Inc., Geophys. Res. Lett., Lincoln, Nebraska.
    • (2012) MicroImages, Inc, Geophys. Res. Lett.
    • Smith, B.1
  • 33
    • 0043241693 scopus 로고    scopus 로고
    • Accuracy and resolution of shuttle radar topography mission data
    • Smith, B., and D. Sandwell (2003), Accuracy and resolution of shuttle radar topography mission data, Geophys. Res. Lett., 30(9), 1467, doi:10.1029/2002GL016643.
    • (2003) Geophys. Res. Lett. , vol.30 , Issue.9 , pp. 1467
    • Smith, B.1    Sandwell, D.2
  • 34
    • 70749148103 scopus 로고    scopus 로고
    • Despeckling SRTM and other topographic data with a denoising algorithm
    • Stevenson, J. A., X. Sun, and N. C. Mitchell (2010), Despeckling SRTM and other topographic data with a denoising algorithm, Geomorphology, 114(3), 238–252, doi:10.1016/j.geomorph.2009.07.006.
    • (2010) Geomorphology , vol.114 , Issue.3 , pp. 238-252
    • Stevenson, J.A.1    Sun, X.2    Mitchell, N.C.3
  • 35
    • 78349305293 scopus 로고    scopus 로고
    • Multi-step-ahead model error prediction using time-delay neural networks combined with chaos theory
    • Sun Y., V. Babovic, and E. S. Chan (2010), Multi-step-ahead model error prediction using time-delay neural networks combined with chaos theory, J. Hydrol., 395, 109–116.
    • (2010) J. Hydrol. , vol.395 , pp. 109-116
    • Sun, Y.1    Babovic, V.2    Chan, E.S.3
  • 36
    • 84979595105 scopus 로고    scopus 로고
    • Landsat Data Continuity Mission
    • U.S. Geological Survey (2012), Landsat Data Continuity Mission, Rolla Publ. Serv. Cent.
    • (2012) Rolla Publ. Serv. Cent
  • 38
    • 33846415433 scopus 로고    scopus 로고
    • Assessment of the effects of DEM gridding on the predictions of basin runoff using MIKE SHE and a modelling resolution of 600 m
    • Vázquez, R. F., and J. Feyen (2007), Assessment of the effects of DEM gridding on the predictions of basin runoff using MIKE SHE and a modelling resolution of 600 m, J. Hydrol., 334(1), 73–87, doi:10.1016/j.jhydrol.2006.10.001.
    • (2007) J. Hydrol. , vol.334 , Issue.1 , pp. 73-87
    • Vázquez, R.F.1    Feyen, J.2
  • 39
    • 33846605524 scopus 로고    scopus 로고
    • Quality assessment of SRTM C- and X-band interferometric data: Implications for the retrieval of vegetation canopy height
    • Walker, W. S., J. M. Kellndorfer, and L. E. Pierce (2007), Quality assessment of SRTM C- and X-band interferometric data: Implications for the retrieval of vegetation canopy height, Remote Sens. Environ., 106, 428–448.
    • (2007) Remote Sens. Environ. , vol.106 , pp. 428-448
    • Walker, W.S.1    Kellndorfer, J.M.2    Pierce, L.E.3
  • 40
    • 0346175050 scopus 로고    scopus 로고
    • Application of airborne multispectral digital imagery to quantify riverine habitats at different base flows
    • Whited, D., J. A. Stanford, and J. S. Kimball (2002), Application of airborne multispectral digital imagery to quantify riverine habitats at different base flows, River Res. Appl., 18, 583–594, doi:10.1002/rra.695.
    • (2002) River Res. Appl. , vol.18 , pp. 583-594
    • Whited, D.1    Stanford, J.A.2    Kimball, J.S.3
  • 41
    • 33750051640 scopus 로고    scopus 로고
    • An assessment of shuttle radar topography mission digital elevation data for studies of volcano morphology
    • Wright, R., H. Garbeil, S. M. Baloga, and P. J. Mouginis-Mark (2006), An assessment of shuttle radar topography mission digital elevation data for studies of volcano morphology, Remote Sens. Environ., 105, 41–53.
    • (2006) Remote Sens. Environ. , vol.105 , pp. 41-53
    • Wright, R.1    Garbeil, H.2    Baloga, S.M.3    Mouginis-Mark, P.J.4
  • 42
    • 79960032164 scopus 로고    scopus 로고
    • SRTM DEM and its application advances
    • Zhang, X., L. Yang, and X. Meng (2011), SRTM DEM and its application advances, Int. J. Remote Sens., 32(14), pp. 3875–3896, doi:10.1080/01431161003786016.
    • (2011) Int. J. Remote Sens. , vol.32 , Issue.14 , pp. 3875-3896
    • Zhang, X.1    Yang, L.2    Meng, X.3


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