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Original Articles

Discrimination of vegetation types in alpine sites with ALOS PALSAR-, RADARSAT-2-, and lidar-derived information

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Pages 6898-6913 | Received 26 Dec 2012, Accepted 07 May 2013, Published online: 25 Jun 2013

References

  • Bishop , C. M. 1995 . Neural Networks for Pattern Recognition , Oxford : Oxford University Press .
  • Bork , E. W. and Su , J. G. 2007 . Integrating LIDAR Data and Multispectral Imagery for Enhanced Classification of Rangeland Vegetation: A Meta Analysis . Remote sensing of Environment , 111 : 11 – 24 .
  • Chauve , A. , Vega , C. , Bretar , F. , Durrieu , S. , Allouis , T. , Pierrot-Deseilligny , M. and Puech , W. 2008 . Processing Full-Waveform LiDAR Data in an Alpine Coniferous Forest: Assessing Terrain and Tree Height Quality . International Journal of Remote Sensing , 30 : 5211 – 5228 .
  • Cohen , J. 1960 . A Coefficient of Agreement for Nominal Scales . Educational and Psychological Measurement , 20 : 37 – 46 .
  • Congalton , R. and Green , K. 1999 . Assessing the Accuracy of Remotely Sensed Data: Principles and Practices , Boca Raton , FL : CRC/Lewis Press .
  • Corona , P. , Cartisano , R. , Salvati , R. , Chirici , G. , Floris , A. , Di Martino , P. , Marchetti , M. , Scrinzi , G. , Clementel , F. , Travaglini , D. and Torresan , C. 2012 . Airborne Laser Scanning to Support Forest Management . European Journal of Remote Sensing , 45 : 27 – 37 .
  • Dekker , R. J. 2003 . Texture Analysis and Classification of ERS SAR Images for Map Updating of Urban Areas in the Netherland . IEEE Transactions on Geoscience and Remote Sensing , 41 : 1950 – 1958 .
  • Del Frate , F. , Pacifici , F. and Solimini , D. 2008 . Monitoring Urban Land Cover in Rome, Italy, and its Changes by Single-Polarization Multi-temporal SAR Images . IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing , 1 : 87 – 97 .
  • Del Frate , F. , Schiavon , G. , Solimini , D. , Borgeaud , M. , Hoekman , D. H. and Vissers , M. A. M. 2003 . Crop Classification Using Multiconfiguration C-Band SAR Data . IEEE Transactions on Geoscience and Remote Sensing , 41 : 1611 – 1619 .
  • Del Frate , F. and Solimini , D. 2004 . On a Neural Network Algorithm for Retrieving Forest Biomass from SAR Data . IEEE Transactions on Geoscience and Remote Sensing , 42 : 24 – 34 .
  • Dobson , M. C. , Ulaby , F. T. , LeToan , T. , Beaudoin , A. , Kasischke , E. S. and Christensen , N. 1992 . Dependence of Radar Backscatter on Coniferous Forest Biomass . IEEE Transactions on Geoscience and Remote Sensing , 30 : 412 – 415 .
  • Dowling , R. and Accad , A. 2003 . Vegetation Classification of the Riparian Zone along the Brisbane River, Queensland, Australia, Using Light Detection and Ranging (LiDAR) Data and Forward Looking Digital Video . Canadian Journal of Remote Sensing , 29 : 556 – 563 .
  • Englhart , S , Keuck , V. and Siegert , F. 2012 . Modeling Aboveground Biomass in Tropical Forests Using Multi-Frequency SAR Data — A Comparison of Methods . IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , 5 : 298 – 306 .
  • Evans , T. , Costa , M. , Telmer , K. and Silva , T. 2010 . Using ALOS/PALSAR and RADARSAT-2 to Map Land Cover and Seasonal Inundation in the Brazilian Pantanal . IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing , 3 : 560 – 575 .
  • Ferrazzoli , P. and Guerriero , L. 1995 . Radar Sensitivity to Tree Geometry and Woody Volume: A Model Analysis . IEEE Transactions on Geoscience and Remote Sensing , 33 : 360 – 371 .
  • Ferrazzoli , P. , Guerriero , L. and Schiavon , G. 1999 . Experimental and Model Investigation on Radar Classification Capability . IEEE Transactions on Geoscience and Remote Sensing , 37 : 960 – 968 .
  • Ferrazzoli , P. , Paloscia , S , Pampaloni , P. , Schiavon , G. , Sigismondi , S. and Solimini , D. 1997 . The Potential of Multifrequency Polarimetric SAR in Assessing Agricultural and Arboreous Biomass . IEEE Transactions on Geoscience and Remote Sensing , 35 : 5 – 17 .
  • Geerling , G. W. , Labrador-Garcia , M. , Clevers , J. , Ragas , A. and Smits , A. J. M. 2007 . Classification of Floodplain Vegetation by Data-Fusion of Spectral (CASI) and LiDAR data . International Journal of Remote Sensing , 28 : 4263 – 4284 .
  • Hanewinkel , M. , Cullmann , D. A. , Schelhaas , M. J. , Nabuurs , G. J. and Zimmermann , N. E. 2013 . Climate Change may cause Severe Loss in the Economic Value of European Forest Land . Nature Climate Change , 3 : 203 – 207 .
  • Haralick , R. M. , Shanmugan , K. and Dinstein , I. 1973 . Textural Features for Image Classification . IEEE Transactions on Systems, Man, and Cybernetics , 3 : 610 – 621 .
  • Hill , R. A. and Thomson , A. G. 2005 . Mapping Woodland Species Composition and Structure Using Airborne Spectral and LiDAR Data . International Journal of Remote Sensing , 17 : 3763 – 3779 .
  • Hollaus , M. , Wagner , W. , Eberhöfer , C. and Karel , W. 2006 . Accuracy of Large-Scale Canopy Heights Derived from LiDAR Data under Operational Constraints in a Complex Alpine Environment . ISPRS Journal of Photogrammetry and. Remote Sensing , 60 : 323 – 338 .
  • Jochem , A. , Hollaus , M. , Rutzinger , M. and Höfle , B. 2011 . Estimation of Aboveground Biomass in Alpine Forests: A Semi-Empirical Approach Considering Canopy Transparency Derived from Airborne LiDAR Data . Sensors , 11 : 278 – 295 .
  • Kasischke , E. S. , Christensen , N. L. Jr. and Bourgeau-Chavez , L. L. 1995 . Correlating Radar Backscatter with Components of Biomass in Loblolly Pine Forests . IEEE Transactions on Geoscience and Remote Sensing , 33 : 643 – 659 .
  • Kohavi , R. and John , G. H. 1997 . Wrappers for Feature Subset Selection . Journal of Artificial Intelligence , 97 : 273 – 324 .
  • Kourglia , A. , Ouarzeddinea , M. , Oukilb , Y. and Belhadj-Aissaa , A. 2010 . Texture Modelling for Land Cover Classification of Fully Polarimetric SAR Images . International Journal of Image and Data Fusion , 3 : 129 – 148 .
  • Kraus , K. and Pfeifer , N. 1998 . Determination of Terrain Models in Wooded Areas with Airborne Laser Scanner Data . ISPRS Journal of Photogrammetry and Remote Sensing , 53 : 193 – 203 .
  • Kurvonen , L. and Hallikainen , M. T. 1999 . Textural Information of Multitemporal ERS-1 and JERS-1 SAR Images with Applications to Landand Forest Type Classification in Boreal Zone . IEEE Transactions on Geoscience and Remote Sensing , 37 : 680 – 689 .
  • Lee , J. S. , Grunes , M. R. , Ainsworth , T. , Hajnsek , I. , Mette , T. and Papathanassiou , K. P. January 17–21 2005 . Forest Classification Based on L-Band Polarimetric and Inteferometric SAR Data , January 17–21 , Frascati : POLinSAR 2005 Workshop .
  • Lehmann , E. A. , Caccetta , P. A. , Zhou , Z. , McNeill , S. J. , Wu , X. and Mitchell , A. L. 2012 . Joint Processing of Landsat and ALOS-PALSAR Data for Forest Mapping and Monitoring . IEEE Transactions on Geoscience and Remote Sensing , 50 : 55 – 67 .
  • LeToan , T. , Beaudoin , A. , Riom , J. and Guyon , D. 1992 . Relating Forest Biomass to SAR Data . IEEE Transactions on Geoscience and Remote Sensing , 30 : 403 – 411 .
  • Li , G. , Lu , D. , Moran , E. , Dutra , L. and Batistella , M. 2012 . A Comparative Analysis of ALOS PALSAR L-band and RADARSAT-2 C-band Data for Land-Cover Classification in a Tropical Moist Region . ISPRS Journal of Photogrammetry and Remote Sensing , 70 : 26 – 38 .
  • Ling , F. , Li , Z. , Chen , E. and Wang , Q. October 26–30 2009 . Comparison of ALOS PALSAR RVI and Landsat TM NDVI for Forest Area Mapping , October 26–30 , 132 – 135 . Xi'an : Proceedings of the 2nd Asian-Pacific Conference on Synthetic Aperture Radar . APSAR 2009
  • Longepe , N. , Rakwatin , P. , Isoguchi , O. , Shimada , M. , Uryu , Y. and Yulianto , K. 2011 . Assessment of ALOS PALSAR 50 m Orthorectified FBD Data for Regional Land Cover Classification by Support Vector Machines . IEEE Transactions on Geoscience and Remote Sensing , 49 : 2135 – 2150 .
  • Lu , D. , Batistella , M. and Moran , E. 2007 . Land-Cover Classification in the Brazilian Amazon with the Integration of Landsat ETM+ and RADARSAT Data . International Journal of Remote Sensing , 28 : 5447 – 5459 .
  • Lu , D. and Weng , Q. 2007 . A Survey of Image Classification Methods and Techniques for Improving Classification Performance . International Journal of Remote Sensing , 28 : 823 – 870 .
  • Minchella , A. , Del Frate , F. , Capogna , F. , Anselmi , S. and Manes , F. 2009 . Use of Multitemporal SAR Data for the Monitoring of the Vegetation Recovery in Burned Areas . Remote Sensing of Environment , 113 : 588 – 597 .
  • Moller , M. F. 1993 . A Scaled Conjugate Gradient Algorithm for Fast Supervised Learning . Neural Networks , 6 : 525 – 533 .
  • Nelson , M. D. , Ward , K. T. and Bauer , M. E. October 16–19 2006 . Forest-Cover–Type Separation Using RADARSAT-1 Synthetic Aperture Radar Imagery , October 16–19 , 303 – 306 . Monterey , CA : Proceedings of the Eighth Annual Forest Inventory and Analysis (FIA) Symposium .
  • Notarnicola , C. , Frick , A. , Kass , S. , Rastner , P. , Pulighe , G. and Zebisch , M. July 12–17 2009 . Semi-automatic Classification Procedure for Updating Landuse MAPS with High Resolution Optical Images , July 12–17 , III-975 – III-978 . Cape Town : Proceedings of International Geoscience and Remote Sensing Symposium .
  • Nyoungui , A. N. , Tonye , E. and Akono , A. 2002 . Evaluation of Speckle Filtering and Texture Analysis Methods for Land Cover Classification from SAR Images . International Journal of Remote Sensing , 23 : 1895 – 1925 .
  • Onojeghuo , A. O. and Blackburn , G. A. 2011 . Optimising the Use of Hyperspectral and LiDAR Data for Mapping Reedbed Habitats . Remote Sensing of Environment , 115 : 2025 – 2034 .
  • Pauli , H. , Gottfried , M. , Dullinger , S. , Abdaladze , O. , Akhalkatsi , M. , Benito Alonso , J. L. , Coldea , G. , Dick , J. , Erschbamer , B. , Fernández Calzado , R. , Ghosn , D. , Holten , J. I. , Kanka , R. , Kazakis , G. , Kollár , J. , Larsson , P. , Moiseev , P. , Moiseev , D. , Molau , U. , Molero Mesa , J. , Nagy , L. , Pelino , G. , Puşcasş , M. , Rossi , G. , Stanisci , A. , Syverhuset , A. O. , Theurillat , J. P. , Tomaselli , M. , Unterluggauer , P. , Villar , L. , Pacal Vittoz , P. and Grabherr , G. 2012 . Recent Plant Diversity Changes on Europe's Mountain Summits . Science , 336 : 353 – 355 .
  • Rahman , M. M. and Sumantyo , J. T. S. 2010 . Mapping Tropical Forest Cover and Deforestation Using Synthetic Aperture Radar (SAR) Images . Applied Geomatics , 2 : 113 – 121 .
  • Ranson , K. J. and Sun , G. 1994 . Mapping Biomass of a Northem Forest Using Multifrequency SAR Data . IEEE Transactions on Geoscience and Remote Sensing , 32 : 388 – 396 .
  • Richards , J. A. 1999 . Remote Sensing Digital Image Analysis , Berlin : Springer-Verlag .
  • Rignot , E. , Way , J. , Williams , C. and Viereck , L. 1994 . Radar estimates of Aboveground Biomass in Boreal Forests of Interior Alaska . IEEE Transactions on Geoscience and Remote Sensing , 32 : 1117 – 1124 .
  • Ruiz-Labourdette , D. , Fe Schmitz , M. and Pineda , F. D. 2013 . Changes in Tree Species Composition in Mediterranean Mountains under Climate Change: Indicators for Conservation Planning . Ecological Indicators , 24 : 310 – 323 .
  • Schneiderbauer , S. , Zebisch , M. and Steurer , C. 2007 . Applied Remote Sensing in Mountain Regions . Mountain Research and Development , 27 : 286 – 287 .
  • Simard , M. , Saatchi , S. and De Grandi , G. F. 2000 . The Use of Decision Tree and Multiscale Texture for Classification of JERS-1 SAR Data over Tropical Forest . IEEE Transactions on Geoscience and Remote Sensing , 38 : 2310 – 2321 .
  • Touzi , R. , Landry , R. and Charbonneau , F. J. 2004 . Forest Type Discrimination Using Calibrated C-band Polarimetric SAR Data . Canadian. Journal of Remote Sensing , 30 : 543 – 551 .
  • Vaglio Laurin , G. , Liesenberg , V. , Chen , Q. , Guerriero , L. , Del Frate , F. , Bartolini , A. , Coomes , D. , Wilebore , B. , Lindsell , J. and Valentini , R. 2013 . Optical and SAR Sensor Synergies for Forest and Land Cover Mapping in a Tropical Site in West Africa . International Journal of Applied Earth Observation and Geoinformation , 21 : 7 – 16 .
  • Voigt , T. , Minnen , J. V. , Erhard , M. , Viner , D. , Koelemeijer , R. and Zebisch , M. 2004 . Indicators of Europe's Changing Climate , Copenhagen : EEA .
  • Wijaya , A. , Marpu , P. R. and Gloaguen , R. 2008 . “ Geostatistical Texture Classification of Tropical Rainforest in Indonesia ” . In Quality Aspect in Spatial Data Mining , Edited by: Stein , J. S. and Bijker , W. 199 – 210 . Boca Raton , FL : CRC Press .
  • Yatabe , S. M. and Leckie , D. G. 1996 . Clearcut and Forest-Type Discrimination in Satellite SAR Imagery . Canadian Journal of Remote Sensing , 21 : 455 – 467 .
  • Zhang , F. , Xu , M. , Xie , C. , Xia , Z. , Li , K. and Wang , X. 2012 . Forest and Deforestation Identification Based on Multitemporal Polarimetric RADARSAT-2 Images in Southwestern China . Journal of Applied Remote Sensing , 6 : 063527

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