메뉴 건너뛰기




Volumn 7, Issue 11, 2015, Pages 14853-14875

Detection and delineation of localized flooding from WorldView-2 multispectral data

Author keywords

Decision tree; Floodplain; Inundation; Localized flooding; Object based image analysis; Wetlands; WorldView 2

Indexed keywords

BANKS (BODIES OF WATER); DATA MINING; DECISION TREES; FLOOD CONTROL; IMAGE ANALYSIS; IMAGE RESOLUTION; MAPPING; PHOTOMAPPING; PIXELS; REMOTE SENSING; TREES (MATHEMATICS); VEGETATION; WETLANDS;

EID: 84950162754     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs71114853     Document Type: Article
Times cited : (66)

References (66)
  • 1
    • 84939454035 scopus 로고    scopus 로고
    • Multi-temporal independent component analysis and Landsat 8 for delineating maximum extent of the 2013 Colorado front range flood
    • Chignell, S.; Anderson, R.; Evangelista, P.; Laituri, M.; Merritt, D. Multi-temporal independent component analysis and Landsat 8 for delineating maximum extent of the 2013 Colorado front range flood. Remote Sens. 2015, 7, 9822-9843.
    • (2015) Remote Sens , vol.7 , pp. 9822-9843
    • Chignell, S.1    Anderson, R.2    Evangelista, P.3    Laituri, M.4    Merritt, D.5
  • 2
    • 84870671649 scopus 로고    scopus 로고
    • Observing floods from space: Experience gained from COSMO-SkyMed observations
    • Pierdicca, N.; Pulvirenti, L.; Chini, M.; Guerriero, L.; Candela, L. Observing floods from space: Experience gained from COSMO-SkyMed observations. Acta Astronaut. 2013, 84, 122-133.
    • (2013) Acta Astronaut , vol.84 , pp. 122-133
    • Pierdicca, N.1    Pulvirenti, L.2    Chini, M.3    Guerriero, L.4    Candela, L.5
  • 3
    • 80052157654 scopus 로고    scopus 로고
    • Landsat mapping of annual inundation (1979-2006) of the Macquarie Marshes in semi-arid Australia
    • Thomas, R.F.; Kingsford, R.T.; Lu, Y.; Hunter, S.J. Landsat mapping of annual inundation (1979-2006) of the Macquarie Marshes in semi-arid Australia. Int. J. Remote Sens. 2011, 32, 4545-4569.
    • (2011) Int. J. Remote Sens , vol.32 , pp. 4545-4569
    • Thomas, R.F.1    Kingsford, R.T.2    Lu, Y.3    Hunter, S.J.4
  • 4
    • 0031200845 scopus 로고    scopus 로고
    • Satellite remote sensing of river inundation area, stage, and discharge: A review
    • Smith, L.C. Satellite remote sensing of river inundation area, stage, and discharge: A review. Hydrol. Process. 1997, 11, 1427-1439.
    • (1997) Hydrol. Process , vol.11 , pp. 1427-1439
    • Smith, L.C.1
  • 5
    • 84896478314 scopus 로고    scopus 로고
    • Floodplain inundation and vegetation dynamics in the Alligator Rivers region (Kakadu) of northern Australia assessed using optical and radar remote sensing
    • Ward, D.P.; Petty, A.; Setterfield, S.A.; Douglas, M.M.; Ferdinands, K.; Hamilton, S.K.; Phinn, S. Floodplain inundation and vegetation dynamics in the Alligator Rivers region (Kakadu) of northern Australia assessed using optical and radar remote sensing. Remote Sens. Environ. 2014, 147, 43-55.
    • (2014) Remote Sens. Environ , vol.147 , pp. 43-55
    • Ward, D.P.1    Petty, A.2    Setterfield, S.A.3    Douglas, M.M.4    Ferdinands, K.5    Hamilton, S.K.6    Phinn, S.7
  • 8
    • 41749104601 scopus 로고    scopus 로고
    • Remote sensing of aquatic vegetation: Theory and applications
    • Silva, T.F.; Costa, M.F.; Melack, J.; Novo, E.L.M. Remote sensing of aquatic vegetation: Theory and applications. Environ. Monit. Assess. 2008, 140, 131-145.
    • (2008) Environ. Monit. Assess , vol.140 , pp. 131-145
    • Silva, T.F.1    Costa, M.F.2    Melack, J.3    Novo, E.L.M.4
  • 9
    • 84969672542 scopus 로고    scopus 로고
    • Directive 2007/60/EC of the European Parliament and of the Council of 23 October 2007 on the assessment and management of flood risks
    • European Communities (EC). Directive 2007/60/EC of the European Parliament and of the Council of 23 October 2007 on the assessment and management of flood risks. Off. J. European Communities 2007, 1, L288/27.
    • (2007) Off. J. European Communities , vol.1
  • 10
    • 79956227203 scopus 로고    scopus 로고
    • COUNCIL REGULATION (EC) No 73/2009 of 19 January 2009 establishing common rules for direct support schemes for farmers under the common agricultural policy and establishing certain support schemes for farmers, amending Regulations (EC) No 1290/2005, (EC) No 247/2006, (EC) No 378/2007 and repealing Regulation (EC) No 1782/2003
    • European Communities (EC). COUNCIL REGULATION (EC) No 73/2009 of 19 January 2009 establishing common rules for direct support schemes for farmers under the common agricultural policy and establishing certain support schemes for farmers, amending Regulations (EC) No 1290/2005, (EC) No 247/2006, (EC) No 378/2007 and repealing Regulation (EC) No 1782/2003. Off. J. European Communities 2009, L 30, 16-19.
    • (2009) Off. J. European Communities , vol.L30 , pp. 16-19
  • 13
    • 84882719589 scopus 로고    scopus 로고
    • Mapping flooding regimes in Camargue wetlands using seasonal multispectral data
    • Davranche, A.; Poulin, B.; Lefebvre, G. Mapping flooding regimes in Camargue wetlands using seasonal multispectral data. Remote Sens. Environ. 2013, 138, 165-171.
    • (2013) Remote Sens. Environ , vol.138 , pp. 165-171
    • Davranche, A.1    Poulin, B.2    Lefebvre, G.3
  • 14
    • 74349113700 scopus 로고    scopus 로고
    • Wetland monitoring using classification trees and SPOT-5 seasonal time series
    • Davranche, A.; Lefebvre, G.; Poulin, B. Wetland monitoring using classification trees and SPOT-5 seasonal time series. Remote Sens. Environ. 2010, 114, 552-562.
    • (2010) Remote Sens. Environ , vol.114 , pp. 552-562
    • Davranche, A.1    Lefebvre, G.2    Poulin, B.3
  • 15
    • 84888420724 scopus 로고    scopus 로고
    • Wetland inundation mapping and change monitoring using Landsat and airborne LiDAR data
    • Huang, C.; Peng, Y.; Lang, M.; Yeo, I.-Y.; McCarty, G. Wetland inundation mapping and change monitoring using Landsat and airborne LiDAR data. Remote Sens. Environ. 2014, 141, 231-242.
    • (2014) Remote Sens. Environ , vol.141 , pp. 231-242
    • Huang, C.1    Peng, Y.2    Lang, M.3    Yeo, I.-Y.4    McCarty, G.5
  • 16
    • 80955179599 scopus 로고    scopus 로고
    • Monitoring the dynamics of wetland inundation by random sets on multi-temporal images
    • Zhao, X.; Stein, A.; Chen, X.-L. Monitoring the dynamics of wetland inundation by random sets on multi-temporal images. Remote Sens. Environ. 2011, 115, 2390-2401.
    • (2011) Remote Sens. Environ , vol.115 , pp. 2390-2401
    • Zhao, X.1    Stein, A.2    Chen, X.-L.3
  • 17
    • 84880206572 scopus 로고    scopus 로고
    • Using remote sensing to select and monitor wetland restoration sites: An overview
    • Klemas, V. Using remote sensing to select and monitor wetland restoration sites: An overview. J. Coast. Res. 2013, 29, 958-970.
    • (2013) J. Coast. Res , vol.29 , pp. 958-970
    • Klemas, V.1
  • 18
    • 0036814955 scopus 로고    scopus 로고
    • Satellite remote sensing of wetlands
    • Ozesmi, S.L.; Bauer, M.E. Satellite remote sensing of wetlands. Wetl. Ecol. Manag. 2002, 10, 381-402.
    • (2002) Wetl. Ecol. Manag , vol.10 , pp. 381-402
    • Ozesmi, S.L.1    Bauer, M.E.2
  • 19
    • 84890669196 scopus 로고    scopus 로고
    • An object-based approach for flood area delineation in a transboundary area using ENVISAT ASAR and LANDSAT TM data
    • Mallinis, G.; Gitas, I.Z.; Giannakopoulos, V.; Maris, F.; Tsakiri-Strati, M. An object-based approach for flood area delineation in a transboundary area using ENVISAT ASAR and LANDSAT TM data. Int. J. Digit. Earth 2013, 6, 124-136.
    • (2013) Int. J. Digit. Earth , vol.6 , pp. 124-136
    • Mallinis, G.1    Gitas, I.Z.2    Giannakopoulos, V.3    Maris, F.4    Tsakiri-Strati, M.5
  • 20
    • 85010764507 scopus 로고    scopus 로고
    • Spatial analysis of wetlands at multiple scales in Eastern Ontario using remote sensing and GIS
    • Sherbrooke, QC, Canada, 13-16 June
    • Robertson, L.D.; Douglas, J.K.; Davies, C. Spatial analysis of wetlands at multiple scales in Eastern Ontario using remote sensing and GIS. In proceedings of 32nd Canadian Symposium on Remote Sensing, Sherbrooke, QC, Canada, 13-16 June 2011.
    • (2011) Proceedings of 32nd Canadian Symposium on Remote Sensing
    • Robertson, L.D.1    Douglas, J.K.2    Davies, C.3
  • 21
    • 79960705251 scopus 로고    scopus 로고
    • The accuracy of sequential aerial photography and SAR data for observing urban flood dynamics, a case study of the UK summer 2007 floods
    • Schumann, G.J.P.; Neal, J.C.; Mason, D.C.; Bates, P.D. The accuracy of sequential aerial photography and SAR data for observing urban flood dynamics, a case study of the UK summer 2007 floods. Remote Sens. Environ. 2011, 115, 2536-2546.
    • (2011) Remote Sens. Environ , vol.115 , pp. 2536-2546
    • Schumann, G.J.P.1    Neal, J.C.2    Mason, D.C.3    Bates, P.D.4
  • 22
    • 0033670141 scopus 로고    scopus 로고
    • Water body detection and delineation with Landsat TM data
    • Frazier, P.S.; Page, K.J. Water body detection and delineation with Landsat TM data. Photogramm. Eng. Remote Sens. 2000, 66, 1461-1467.
    • (2000) Photogramm. Eng. Remote Sens , vol.66 , pp. 1461-1467
    • Frazier, P.S.1    Page, K.J.2
  • 23
    • 84884256674 scopus 로고    scopus 로고
    • Automated Water Extraction Index: A new technique for surface water mapping using Landsat imagery
    • Feyisa, G.L.; Meilby, H.; Fensholt, R.; Proud, S.R. Automated Water Extraction Index: A new technique for surface water mapping using Landsat imagery. Remote Sens. Environ. 2014, 140, 23-35.
    • (2014) Remote Sens. Environ , vol.140 , pp. 23-35
    • Feyisa, G.L.1    Meilby, H.2    Fensholt, R.3    Proud, S.R.4
  • 24
    • 84901504726 scopus 로고    scopus 로고
    • A Comparison of land surface water mapping using the normalized difference water index from TM, ETM+ and ALI
    • Li, W.; Du, Z.; Ling, F.; Zhou, D.; Wang, H.; Gui, Y.; Sun, B.; Zhang, X. A Comparison of land surface water mapping using the normalized difference water index from TM, ETM+ and ALI. Remote Sens. 2013, 5, 5530-5549.
    • (2013) Remote Sens , vol.5 , pp. 5530-5549
    • Li, W.1    Du, Z.2    Ling, F.3    Zhou, D.4    Wang, H.5    Gui, Y.6    Sun, B.7    Zhang, X.8
  • 25
    • 33747136902 scopus 로고    scopus 로고
    • Modification of normalised difference water index (NDWI) to enhance open water features in remotely sensed imagery
    • Xu, H.Q. Modification of normalised difference water index (NDWI) to enhance open water features in remotely sensed imagery. Int. J. Remote Sens. 2006, 27, 3025-3033.
    • (2006) Int. J. Remote Sens , vol.27 , pp. 3025-3033
    • Xu, H.Q.1
  • 26
    • 0030429663 scopus 로고    scopus 로고
    • NDWI-A normalized difference water index for remote sensing of vegetation liquid water from space
    • Gao, B.-C. NDWI-A normalized difference water index for remote sensing of vegetation liquid water from space. Remote Sens. Environ. 1996, 58, 257-266.
    • (1996) Remote Sens. Environ , vol.58 , pp. 257-266
    • Gao, B.-C.1
  • 27
    • 0019213778 scopus 로고
    • Remote sensing of leaf water content in the near infrared
    • Tucker, C.J. Remote sensing of leaf water content in the near infrared. Remote Sens. Environ. 1980, 10, 23-32.
    • (1980) Remote Sens. Environ , vol.10 , pp. 23-32
    • Tucker, C.J.1
  • 28
  • 32
    • 0030136491 scopus 로고    scopus 로고
    • The use of the Normalized Difference Water Index (NDWI) in the delineation of open water features
    • McFeeters, S.K. The use of the Normalized Difference Water Index (NDWI) in the delineation of open water features. Int. J. Remote Sens. 1996, 17, 1425-1432.
    • (1996) Int. J. Remote Sens , vol.17 , pp. 1425-1432
    • McFeeters, S.K.1
  • 34
    • 0026480790 scopus 로고
    • Using spectral vegetation indices to estimate rangeland productivity
    • Richardson, A.J.; Everitt, J.H. Using spectral vegetation indices to estimate rangeland productivity. Geocarto Int. 1992, 7, 63-69.
    • (1992) Geocarto Int , vol.7 , pp. 63-69
    • Richardson, A.J.1    Everitt, J.H.2
  • 35
    • 1542742223 scopus 로고    scopus 로고
    • Surveillance et cartographie des plans d'eau et des zones humides et inondables en régions arides avec l'instrument VEGETATION embarqué sur SPOT-4
    • Gond, V.; Bartholomé, E.; Ouattara, F.; Nonguierma, A.; Bado, L. Surveillance et cartographie des plans d'eau et des zones humides et inondables en régions arides avec l'instrument VEGETATION embarqué sur SPOT-4. Int. J. Remote Sens. 2004, 25, 987-1004.
    • (2004) Int. J. Remote Sens , vol.25 , pp. 987-1004
    • Gond, V.1    Bartholomé, E.2    Ouattara, F.3    Nonguierma, A.4    Bado, L.5
  • 36
    • 2142701537 scopus 로고    scopus 로고
    • Will the spatial analysis of water maps extracted by remote satellite detection allow locating the footprints of hunting activity in the Camargue?
    • Adell, C.; Puech, C. Will the spatial analysis of water maps extracted by remote satellite detection allow locating the footprints of hunting activity in the Camargue? Bull. Soc. Fr. Photogramm. Teledetec. 2003, 76-86.
    • (2003) Bull. Soc. Fr. Photogramm. Teledetec , pp. 76-86
    • Adell, C.1    Puech, C.2
  • 37
    • 0018465733 scopus 로고
    • Red and photographic infrared linear combinations for monitoring vegetation
    • Tucker, C.J. Red and photographic infrared linear combinations for monitoring vegetation. Remote Sens. Environ. 1979, 8, 127-150.
    • (1979) Remote Sens. Environ , vol.8 , pp. 127-150
    • Tucker, C.J.1
  • 38
    • 0029751226 scopus 로고    scopus 로고
    • Optimization of soil-adjusted vegetation indices
    • Rondeaux, G.; Steven, M.; Baret, F. Optimization of soil-adjusted vegetation indices. Remote Sens. Environ. 1996, 55, 95-107.
    • (1996) Remote Sens. Environ , vol.55 , pp. 95-107
    • Rondeaux, G.1    Steven, M.2    Baret, F.3
  • 39
    • 0024165401 scopus 로고
    • A soil-adjusted vegetation index (SAVI)
    • Huete, A.R. A soil-adjusted vegetation index (SAVI). Remote Sens. Environ. 1988, 25, 295-309.
    • (1988) Remote Sens. Environ , vol.25 , pp. 295-309
    • Huete, A.R.1
  • 40
    • 0002514250 scopus 로고
    • Remote mapping of standing crop biomass for estimation of the productivity of the short-grass Prairie, Pawnee National Grasslands, Colorado
    • Ann Arbor, MI, USA, 2-6 October
    • Pearson, R.L.; Miller, L.D. Remote mapping of standing crop biomass for estimation of the productivity of the short-grass Prairie, Pawnee National Grasslands, Colorado. In Proceedings of the Eighth International Symposium on Remote Sensing of Environment, Ann Arbor, MI, USA, 2-6 October 1972; pp. 1357-1381.
    • (1972) Proceedings of the Eighth International Symposium on Remote Sensing of Environment , pp. 1357-1381
    • Pearson, R.L.1    Miller, L.D.2
  • 43
    • 0344972104 scopus 로고    scopus 로고
    • Decision tree classification of land cover from remotely sensed data
    • Friedl, M.A.; Brodley, C.E. Decision tree classification of land cover from remotely sensed data. Remote Sens. Environ. 1997, 61, 399-409.
    • (1997) Remote Sens. Environ , vol.61 , pp. 399-409
    • Friedl, M.A.1    Brodley, C.E.2
  • 46
    • 73249139477 scopus 로고    scopus 로고
    • Object based image analysis for remote sensing
    • Blaschke, T. Object based image analysis for remote sensing. ISPRS J. Photogramm. Remote Sens. 2010, 65, 2-16.
    • (2010) ISPRS J. Photogramm. Remote Sens , vol.65 , pp. 2-16
    • Blaschke, T.1
  • 49
    • 0001812168 scopus 로고    scopus 로고
    • Multiresolution segmentation: an optimization approach for high quality multi-scale image segmentation
    • Baatz, M.; Schäpe, A. Multiresolution segmentation: an optimization approach for high quality multi-scale image segmentation. Angew. Geogr. Inf. 2000, 12, 12-23.
    • (2000) Angew. Geogr. Inf , vol.12 , pp. 12-23
    • Baatz, M.1    Schäpe, A.2
  • 52
    • 26844527700 scopus 로고    scopus 로고
    • Delineation of flood-prone areas using remote sensing techniques
    • Jain, S.K.; Singh, R.D.; Jain, M.K.; Lohani, A.K. Delineation of flood-prone areas using remote sensing techniques. Water Resour. Manag. 2005, 19, 333-347.
    • (2005) Water Resour. Manag , vol.19 , pp. 333-347
    • Jain, S.K.1    Singh, R.D.2    Jain, M.K.3    Lohani, A.K.4
  • 53
    • 79955639907 scopus 로고    scopus 로고
    • Water body mapping method with HJ-1A/B satellite imagery
    • Lu, S.L.; Wu, B.F.; Yan, N.N.; Wang, H. Water body mapping method with HJ-1A/B satellite imagery. Int. J. Appl. Earth Obs. 2011, 13, 428-434.
    • (2011) Int. J. Appl. Earth Obs , vol.13 , pp. 428-434
    • Lu, S.L.1    Wu, B.F.2    Yan, N.N.3    Wang, H.4
  • 55
    • 79956324768 scopus 로고    scopus 로고
    • Death to Kappa: Birth of quantity disagreement and allocation disagreement for accuracy assessment
    • Pontius, R.G.; Millones, M. Death to Kappa: Birth of quantity disagreement and allocation disagreement for accuracy assessment. Int. J. Remote Sens. 2011, 32, 4407-4429.
    • (2011) Int. J. Remote Sens , vol.32 , pp. 4407-4429
    • Pontius, R.G.1    Millones, M.2
  • 56
    • 84915732262 scopus 로고    scopus 로고
    • Quantity, exchange, and shift components of difference in a square contingency table
    • Pontius, R.G.; Santacruz, A. Quantity, exchange, and shift components of difference in a square contingency table. Int. J. Remote Sens. 2014, 35, 7543-7554.
    • (2014) Int. J. Remote Sens , vol.35 , pp. 7543-7554
    • Pontius, R.G.1    Santacruz, A.2
  • 57
    • 72649086945 scopus 로고    scopus 로고
    • Integration of LiDAR and QuickBird imagery for mapping riparian biophysical parameters and land cover types in Australian tropical savannas
    • Arroyo, L.A.; Johansen, K.; Armston, J.; Phinn, S. Integration of LiDAR and QuickBird imagery for mapping riparian biophysical parameters and land cover types in Australian tropical savannas. For. Ecol. Manag. 2010, 259, 598-606.
    • (2010) For. Ecol. Manag , vol.259 , pp. 598-606
    • Arroyo, L.A.1    Johansen, K.2    Armston, J.3    Phinn, S.4
  • 58
    • 37549047849 scopus 로고    scopus 로고
    • An object-based method to map wetland using RADARSAT-1 and Landsat ETM images: Test case on two sites in Quebec, Canada
    • Grenier, M.; Demers, A.M.; Labrecque, S.; Benoit, M.; Fournier, R.A.; Drolet, B. An object-based method to map wetland using RADARSAT-1 and Landsat ETM images: Test case on two sites in Quebec, Canada. Can. J. Remote Sens. 2007, 33, S28-S45.
    • (2007) Can. J. Remote Sens , vol.33 , pp. S28-S45
    • Grenier, M.1    Demers, A.M.2    Labrecque, S.3    Benoit, M.4    Fournier, R.A.5    Drolet, B.6
  • 59
    • 84899768406 scopus 로고    scopus 로고
    • Evaluation of sensor types and environmental controls on mapping biomass of coastal marsh emergent vegetation
    • Byrd, K.B.; O'Connell, J.L.; Di Tommaso, S.; Kelly, M. Evaluation of sensor types and environmental controls on mapping biomass of coastal marsh emergent vegetation. Remote Sens. Environ. 2014, 149, 166-180.
    • (2014) Remote Sens. Environ , vol.149 , pp. 166-180
    • Byrd, K.B.1    O'Connell, J.L.2    Di Tommaso, S.3    Kelly, M.4
  • 60
    • 33847106935 scopus 로고    scopus 로고
    • Flooding: The effect of water depth on the spectral response of grass canopies
    • Beget, M.E.; Di Bella, C.M. Flooding: The effect of water depth on the spectral response of grass canopies. J. Hydrol. 2007, 335, 285-294.
    • (2007) J. Hydrol , vol.335 , pp. 285-294
    • Beget, M.E.1    Di Bella, C.M.2
  • 62
    • 0024163262 scopus 로고
    • Complementarity of middle-infrared with visible and near-infrared reflectance for monitoring wheat canopies
    • Baret, F.; Guyot, G.; Begue, A.; Maurel, P.; Podaire, A. Complementarity of middle-infrared with visible and near-infrared reflectance for monitoring wheat canopies. Remote Sens. Environ. 1988, 26, 213-225.
    • (1988) Remote Sens. Environ , vol.26 , pp. 213-225
    • Baret, F.1    Guyot, G.2    Begue, A.3    Maurel, P.4    Podaire, A.5
  • 63
    • 0037050777 scopus 로고    scopus 로고
    • Integration of remote sensing data and GIS for accurate mapping of flooded areas
    • Brivio, P.A.; Colombo, R.; Maggi, M.; Tomasoni, R. Integration of remote sensing data and GIS for accurate mapping of flooded areas. Int. J. Remote Sens. 2002, 23, 429-441.
    • (2002) Int. J. Remote Sens , vol.23 , pp. 429-441
    • Brivio, P.A.1    Colombo, R.2    Maggi, M.3    Tomasoni, R.4
  • 64
    • 48749085864 scopus 로고    scopus 로고
    • Integrating physical and topographic information into a fuzzy scheme to map flooded area by SAR
    • Pierdicca, N.; Chini, M.; Pulvirenti, L.; Macina, F. Integrating physical and topographic information into a fuzzy scheme to map flooded area by SAR. Sensors 2008, 8, 4151-4164.
    • (2008) Sensors , vol.8 , pp. 4151-4164
    • Pierdicca, N.1    Chini, M.2    Pulvirenti, L.3    Macina, F.4
  • 65
    • 79951874665 scopus 로고    scopus 로고
    • An algorithm for operational flood mapping from Synthetic Aperture Radar (SAR) data using fuzzy logic
    • Pulvirenti, L.; Pierdicca, N.; Chini, M.; Guerriero, L. An algorithm for operational flood mapping from Synthetic Aperture Radar (SAR) data using fuzzy logic. Nat. Hazards Earth Syst. Sci. 2011, 11, 529-540.
    • (2011) Nat. Hazards Earth Syst. Sci , vol.11 , pp. 529-540
    • Pulvirenti, L.1    Pierdicca, N.2    Chini, M.3    Guerriero, L.4
  • 66
    • 71549128235 scopus 로고    scopus 로고
    • Improved estimation of flood parameters by combining space based SAR data with very high resolution digital elevation data
    • Zwenzner, H.; Voigt, S. Improved estimation of flood parameters by combining space based SAR data with very high resolution digital elevation data. Hydrol. Earth Syst. Sci. 2009, 13, 567-576.
    • (2009) Hydrol. Earth Syst. Sci , vol.13 , pp. 567-576
    • Zwenzner, H.1    Voigt, S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.