Publication Cover
Canadian Journal of Remote Sensing
Journal canadien de télédétection
Volume 37, 2011 - Issue 1
176
Views
13
CrossRef citations to date
0
Altmetric
Research Articles

Crop classification in rain-fed and irrigated agricultural areas using Landsat TM and ALOS/PALSAR data

, &
Pages 157-170 | Received 31 Mar 2010, Accepted 19 Apr 2011, Published online: 02 Jun 2014

References

  • Alberga, A. A study of land cover classification using polarimetric SAR parameters. International Journal of Remote Sensing . 2007. Vol. 28, No. 17, pp. 3851-3870.
  • Albizua, L. and Leránoz, A . Estimation of agricultural areas in Navarre. In VII Congreso Nacional de Teledetección, 22–24 September 1999, Albacete, Spain. Edited by S. Castaño, Asociación Española de Teledetección . 1999. Madrid Spain. [in Spanish with English abstract].
  • Ban, Y.F. Synergy of multitemporal ERS-1 SAR and Landsat TM data for classification of agricultural crops. Canadian Journal of Remote Sensing . 2003. Vol. 29, No. 4, pp. 518-526. doi: 10.5589/m03-014.
  • Blaes, X. , Vanhalle, L. and Defourny, P. Efficiency of crop identification based on optical and SAR image time series. Remote Sensing of Environment . 2005. Vol. 96, No. 3–4, pp. 352-365. doi: 10.1016/j.rse.2005.03.010.
  • Brisco, B. and Brown, R.J. Multidate Sar/Tm synergism for crop classification in western Canada. Photogrammetric Engineering and Remote Sensing . 1995. Vol. 61, No. 8, pp. 1009-1014.
  • Castillejo-Gonzalez, I.L. , Lopez-Granados, F. , Garcia-Ferrer, A. , Pena-Barragan, J.M. , Jurado-Exposito, M. , de la Orden, M.S. and Gonzalez-Audicana, M. Object- and pixel-based analysis for mapping crops and their agro-environmental associated measures using QuickBird imagery. Computers and Electronics in Agriculture . 2009. Vol. 68, No. 2, pp. 207-215. doi: 10.1016/j.compag.2009.06.004.
  • Chuvieco, E. Ariel, Edited by S.A. Análisis de imágenes: extracción de información temática. Teledetección ambiental . 2002. Spain Barcelona pp. 397-404.
  • Dematthaeis, P. , Schiavon, G. and Solimini, D. Effect of scattering mechanisms on polarimetric features of crops and trees. International Journal of Remote Sensing . 1994. Vol. 15, No. 14, pp. 2917-2930.
  • Fedoroff, N.V. , Battisti, D.S. , Beachy, R.N. , Cooper, P.J.M. , Fischhoff, D.A. , Hodges, C.N. , Knauf, V.C. , Lobell, D. , Mazur, B.J. , Molden, D. , Reynolds, M.P. , Ronald, P.C. , Rosegrant, M.W. , Sanchez, P.A. , Vonshak, A. and Zhu, J.K. Radically rethinking agriculture for the 21st century. Science (Washington, D.C.) . 2010. Vol. 327, No. 5967, pp. 833-834. doi: 10.1126/science.1186834.
  • Ferrazzoli, P. , Guerriero, L. and Schiavon, G. Experimental and model investigation on radar classification capability. IEEE Transactions on Geoscience and Remote Sensing . 1999. Vol. 37, No. 2, pp. 960-968. doi: 10.1109/36.752214.
  • Fleming, A. and Vanclay, F. Farmer responses to climate change and sustainable agriculture: a review. Agronomy for Sustainable Development . 2010. Vol. 30, No. 1, pp. 11-19. doi: 10.1051/agro/2009028.
  • Hellden, U. A test of Landsat-2 imagery and digital data for thematic mapping illustrated by an environmental study in Northern Kenya . 1980. Lund, Sweden Lund University
  • Landis, J.R. and Koch, G.G. Application of hierarchical Kappa-type statistics in assessment of majority agreement among multiple observers. Biometrics . 1977. Vol. 33, No. 2, pp. 363-374. doi: 10.2307/2529786.
  • Larrañaga, A. , Albizua, I and Álvarez-Mozos, J. Crop classification in central Navarre using polarimetric radar data. Revista de Teledetección [in Spanish with English abstract] . 2010. Vol. 34, pp. 77-88.
  • Lee, J.S. and Pottier, E. (Editors). Polarimetric radar imaging from basics to applications . 2009. CRC Press Boca Raton, Florida
  • Lee, J.S. , Grunes, M.R. and Kwok, R. Classification of multi-look polarimetric Sar imagery based on complex Wishart distribution. International Journal of Remote Sensing . 1994. Vol. 15, No. 11, pp. 2299-2311. doi: 10.1080/01431169408954244.
  • Lee, J.S. , Grunes, M.R. and Pottier, E. Quantitative comparison of classification capability: fully polarimetric versus dual and single-polarization SAR. IEEE Transactions on Geoscience and Remote Sensing . 2001. Vol. 39, No. 11, pp. 2343-2351. doi: 10.1109/36.964970.
  • Lillesand, T.M. and Kiefer, R.W. (Editors). Remote sensing and image interpretation . 2000. New York John Wiley and Sons
  • Lopes, A. , Nezry, E. , Touzi, R. and Laur, H. Structure detection and statistical adaptive speckle filtering in Sar images. International Journal of Remote Sensing . 1993. Vol. 14, No. 9, pp. 1735-1758. doi: 10.1080/01431169308953999.
  • McNairn, H. and Brisco, B. The application of C-band polarimetric SAR for agriculture: a review. Canadian Journal of Remote Sensing . 2004. Vol. 30, No. 3, pp. 525-542. doi: 10.5589/m03-069.
  • McNairn, H. , Champagne, C. , Shang, J. , Holmstrom, D. and Reichert, G. Integration of optical and synthetic aperture radar (SAR) imagery for delivering operational annual crop inventories. ISPRS Journal of Photogrammetry and Remote Sensing . 2009a. Vol. 64, No. 5, pp. 434-449. doi: 10.1016/j.isprsjprs.2008.07.006.
  • McNairn, H. , Shang, J.L. , Jiao, X.F. and Champagne, C. The contribution of ALOS PALSAR multipolarization and polarimetric data to crop classification. IEEE Transactions on Geoscience and Remote Sensing . 2009b. Vol. 47, No. 12, pp. 3981-3992. doi: 10.1109/TGRS.2009.2026052.
  • Michelson, D.B. , Liljeberg, B.M. and Pilesjo, P. Comparison of algorithms for classifying Swedish landcover using Landsat TM and ERS-1 SAR data. Remote Sensing of Environment . 2000. Vol. 71, No. 1, pp. 1-15. doi: 10.1016/S0034-4257(99)00024-3.
  • Quegan, S. , Le Toan, T. , Skriver, H. , Gomez-Dans, J. , Gonzalez-Sampedro, M.C. and Hoekman, D.H. Crop classification with multitemporal polarimetric SAR data. PolinSAR 2003, Frascati, Italy . 2003. Edited by H. Lacoste. European Space Agency, Noordwijk, The Netherlands
  • Rodrigues, A. , Corr, D.G. , Pottier, E. , Ferro-Famil, L. and Hoekman, D.H. Land cover classification using polarimetric SAR data. POLinSAR 2003 . 2003. 14–16 January 2003, Frascati, Italy. Edited by H. Lacoste. European Space Agency, Noordwijk, The Netherlands
  • Saich, P. and Borgeaud, M. Interpreting ERS SAR signatures of agricultural crops in Flevoland, 1993–1996. IEEE Transactions on Geoscience and Remote Sensing . 2000. Vol. 38, No. 2, pp. 651-657. doi: 10.1109/36.841995.
  • Skriver, H. Signatures of polarimetric parameters and their implications on land cover classification. Geoscience and Remote Sensing Symposium, IGARSS 2007, IEEE International . 2007. pp. 4195-4198. 23-27 July 2007, Barcelona, Spain, IEEE, NEW YORK, NY
  • Skriver, H. , Svendsen, M.T. and Thomsen, A.G. Multitemporal C- and L-band polarimetric signatures of crops. IEEE Transactions on Geoscience and Remote Sensing . 1999. Vol. 37, No. 5, pp. 2413-2429. doi: 10.1109/36.789639.
  • Stankiewicz, K.A. The efficiency of crop recognition on ENVISAT ASAR images in two growing seasons. IEEE Transactions on Geoscience and Remote Sensing . 2006. Vol. 44, No. 4, pp. 806-814. doi: 10.1109/TGRS.2006.864380.
  • Touzi, R. , Goze, S. , Letoan, T. , Lopes, A. and Mougin, E. Polarimetric discriminators for Sar images. IEEE Transactions on Geoscience and Remote Sensing . 1992. Vol. 30, No. 5, pp. 973-980. doi: 10.1109/36.175332.
  • Waske, B. and van der Linden, S. Classifying multilevel imagery from SAR and optical sensors by decision fusion. IEEE Transactions on Geoscience and Remote Sensing . 2008. Vol. 46, No. 5, pp. 1457-1466. doi: 10.1109/TGRS.2008.916089.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.