340
Views
14
CrossRef citations to date
0
Altmetric
Original Articles

Automatic unmixing of MODIS multi-temporal data for inter-annual monitoring of land use at a regional scale (Tensift, Morocco)

, , , , &
Pages 1325-1348 | Received 06 Oct 2007, Accepted 07 Nov 2010, Published online: 08 Nov 2011

References

  • Adams , J.B. , Sabol , D.E. , Kapos , V. , Almeida , R. , Roberts , D.A. , Smith , M.O. and Gillespie , A.R. 1995 . Classification of multispectral images based on fractions of endmembers – application to land-cover change in the Brazilian Amazon . Remote Sensing of Environment , 52 : 137 – 154 .
  • Adams , J.B. , Smith , M.O. and Johnson , P.E. 1986 . Spectral mixture modelling: a new analysis of rock and soil types at the Viking Lander Site . Journal of Geophysical Research , 91 : 8098 – 8112 .
  • Aspinall , R. and Justice , C. A land use and land cover change science strategy (summary of a workshop organized by the US Climate Change Science Program (CCSP) . Land Use Interagency Working Group (LUIWG) . 19–21 November 2003 , Washington, DC. pp. 20 Washington : US Climate Change Science Program (CCSP) and Land Use Interagency Working Group (LUIWG)) .
  • Atkinson , P.M. , Cutler , M.E.J. and Lewis , H. 1997 . Mapping sub-pixel proportional land cover with AVHRR imagery . International Journal of Remote Sensing , 18 : 917 – 935 .
  • Ballantine , J.A.C. , Okin , G.S. , Prentiss , D.E. and Roberts , D.A. 2005 . Mapping North African landforms using continental scale unmixing of MODIS imagery . Remote Sensing of Environment , 97 : 470 – 483 .
  • Benhadj , I. , Duchemin , B. , Khabba , S. , Cardot , H. , Maisongrande , P. and Simonneaux , V. Land cover in semi arid area derived from NDVI images at high and low spatial resolution . 2nd International Symposium on Recent Advances in Quantitative Remote Sensing (RAQRS II) . September 25–29 2006 , Valencia, Spain. pp. 626 – 633 .
  • Benhadj , I. , Hadria , R. , Duchemin , B. , Simonneaux , V. , Lepage , M. , Mougenot , B. , Hagolle , O. and Dedieu , G. High spatial and temporal resolution FORMOSAT-2 images: first results and perspectives for land cover mapping of semi-arid areas (Marrakech/Al Haouz plain) . 4th International Workshop on the Analysis of Multi-temporal Remote Sensing Images (Multitemp) . July 18–20 2007 , Leuven, Belgium.
  • Cardot , H. and Faivre , R. 2003 . Functional approaches for predicting land use with the temporal evolution of coarse resolution remote sensing data . Journal of Applied Statistics , 30 : 1185 – 1199 .
  • Chaponniere , A. , Maisongrande , P. , Duchemin , B. , Hanich , L. , Boulet , G. , Escadafal , R. and Elouaddat , S. 2005 . A combined high and low spatial resolution approach for mapping snow covered areas in the Atlas mountains . International Journal of Remote Sensing , 26 : 2755 – 2777 .
  • Chehbouni , A. , Escadafal , R. , Duchemin , B. , Boulet , G. , Simonneaux , V. , Dedieu , G. , Mougenot , B. , Khabba , S. , Kharrou , H. , Maisongrande , P. , Merlin , O. , Chaponnière , A. , Ezzahar , J. , Er-Raki , S. , Hoedjes , J. , Hadria , R. , Abourida , A. , Cheggour , A. , Raibi , F. , Boudhar , A. , Benhadj , I. , Hanich , L. , Bankaddour , A. , Guemouria , N. , Chehbouni , A. , Olioso , A. , Jacob , F. and Sobrino , J. 2007 . An integrated modelling and remote sensing approach for hydrological study in arid and semi-arid regions: the SUDMED Program . International Journal of Remote Sensing , 29 : 5161 – 5181 .
  • Cross , A.M. , Settle , J.J. , Drake , N.A. and Paivinen , R.T.M. 1991 . Subpixel measurement of tropical forest cover using AVHRR data . International Journal of Remote Sensing , 12 : 1119 – 1129 .
  • Duchemin , B. , Guyon , D. and Lagouarde , J.P. 1999 . Potential and limits of NOAA-AVHRR temporal composite data for phenology and water stress monitoring of temperate forest ecosystems . International Journal of Remote Sensing , 20 : 895 – 917 .
  • Duchemin , B. , Hadria , R. , Erraki , S. , Boulet , G. , Maisongrande , P. , Chehbouni , A. , Escadafal , R. , Ezzahar , J. , Hoedjes , J.C.B. , Kharrou , M.H. , Khabba , S. , Mougenot , B. , Olioso , A. , Rodriguez , J.C. and Simonneaux , V. 2006 . Monitoring wheat phenology and irrigation in Central Morocco: on the use of relationships between evapotranspiration, crops coefficients, leaf area index and remotely-sensed vegetation indices . Agricultural Water Management , 79 : 1 – 27 .
  • Duchemin , B. , Hagolle , O. , Mougenot , B. , Simonneaux , V. , Benhadj , I. , Hadria , R. , Ezzahar , J. , Hoedges , J. , Khabba , S. , Kharrou , M.H. , Boulet , G. , Dedieu , G. , Er-Raki , S. , Escadafal , R. , Olioso , A. and Chehbouni , A.G. 2007 . Agrometerological study of semi-arid areas: an experiment for analysing the potential of FORMOSAT-2 time series of images in the Marrakech plain . International Journal of Remote Sensing , 29 : 5291 – 5299 .
  • Elmore , A.J. , Mustrard , J.F. , Manning , S. and Lobell , D.B. 2000 . Quantifying vegetation change in semiarid environments: precision and accuracy of spectral mixture analysis and the normalized difference vegetation index . Remote Sensing of Environment , 73 : 87 – 102 .
  • Foody , G.M. and Cox , D.P. 1994 . Sub-pixel land cover composition estimation using a linear mixture model and fuzzy membership functions . International Journal of Remote Sensing , 15 : 619 – 631 .
  • Gutman , G. and Ignatov , A. 1995 . Global land monitoring from AVHRR – potential and limitations . International Journal of Remote Sensing , 16 : 2301 – 2309 .
  • Hadria , R. , Duchemin , B. , Lahroun , A. , Khabba , S. , Er-Raki , S. , Dedieu , G. and Chehbouni , A. 2006 . Monitoring of irrigated wheat in a semi-arid climate using crop modelling and remote sensing data: impact of satellite revisit time frequency . International Journal of Remote Sensing , 27 : 1093 – 1117 .
  • Hansen , M.C. , Defries , R.S. , Townshend , J.R.G. and Sohlberg , R. 2000 . Global land cover classification at 1 km spatial resolution using a classification tree approach . International Journal of Remote Sensing , 21 : 1331 – 1364 .
  • Huete , A. , Didan , K. , Miura , T. , Rodriguez , E.P. , Gao , X. and Ferreira , L.G. 2002 . Overview of the radiometric and biophysical performance of the MODIS vegetation indices . Remote Sensing of Environment , 83 : 195 – 213 .
  • Justice , C. , Townshend , J.R.G. and Salomonson , V. 1998 . The moderate resolution imaging spectroradiometer (MODIS): land remote sensing for global change research . IEEE Transactions on Geoscience and Remote Sensing , 36 : 1228 – 1249 .
  • Kay , S , Léo , O. and Peedell , S. Computer-assisted recognition of Olive trees in digital imagery . Proceedings of International Society for Photogrammetry and Remote Sensing Conference. ISPRS Technical Commission VII Hungarian Society of Surveying, Mapping and Remote Sensing . Budapest, Hungary. pp. 357 – 364 . Budapest : Hungarian Society of Surveying, Mapping and Remote Sensing .
  • Kerdiles , H. and Grondona , M.O. 1995 . NOAA-AVHRR NDVI decomposition and subpixel classification using linear mixing in the Argentinean Pampa . International Journal of Remote Sensing , 16 : 1303 – 1325 .
  • Knight , J.F. , Lunetta , R.S. , Ediriwickrema , J. and Khorrarn , S. 2006 . Regional scale land cover characterization using MODIS-NDVI 250 m multi-temporal imagery: a phenology-based approach . GIScience & Remote Sensing , 43 : 1 – 23 .
  • Lambin , E.F. and Ehrlich , D. 1997 . Land-cover changes in sub-Saharan Africa (1982–1991): application of a change index based on remotely sensed surface temperature and vegetation indices at a continental scale . Remote Sensing of Environment , 61 : 181 – 200 .
  • Lepers , E. , Lambin , E.F. , Janetos , A.C. , DeFries , R. , Achard , F. , Ramankutty , N. and Scholes , R.J. 2005 . A synthesis of information on rapid land-cover change for the period 1981–2000 . BioScience , 55 : 115 – 124 .
  • Lunetta , R.S. , Knight , J.F. , Ediriwickrema , J. , Lyon , J.G. and Worthy , L.D. 2006 . Land-cover change detection using multi-temporal MODIS NDVI data . Remote Sensing of Environment , 105 : 142 – 154 .
  • Matsuoka , M. , Hayasaka , T. , Fukushima , Y. and Honda , Y. 2007 . Land cover in East Asia classified using Terra MODIS and DMSP OLS products . International Journal of Remote Sensing , 28 : 221 – 248 .
  • Milton , E.J. and Emery , D.R. 1995 . “ The identification of reference endmembers using high spatial resolution multi-spectral images ” . In Proceedings of RSS95 Remote Sensing in Action, Remote Sensing Society , 579 – 586 . Nottingham, , UK : Southampton: Remote Sensing Society .
  • Plaza , A. , Martinez , P. , Perez , R. and Plaza , J. 2004 . A quantitative and comparative analysis of endmember extraction algorithms from hyperspectral data . IEEE Transactions on Geoscience and Remote Sensing , 42 : 650 – 663 .
  • Prenzel , B. 2004 . Remote sensing-based quantification of land-cover and land-use change for planning . Progress in Planning , 61 : 281 – 299 .
  • Quarmby , N.A. , Townsend , J.R.G. and Settle , J.J. 1992 . Linear mixture modelling applied to AVHRR data for crop area estimation . International Journal of Remote Sensing , 13 : 415 – 425 .
  • Rahman , H. and Dedieu , G. 1994 . SMAC: a simplified method for the atmospheric correction of satellite measurements in the solar spectrum . International Journal of Remote Sensing , 15 : 123 – 143 .
  • Richards , J.A. 1999 . Remote Sensing Digital Image Analysis , 240 Berlin : Springer-Verlag .
  • Ridd , M.K. 1995 . Exploring a V-I-S (vegetation-impervious surface-soil) model for urban ecosystem analysis through remote-sensing – comparative anatomy for cities . International Journal of Remote Sensing , 16 : 2165 – 2185 .
  • Roberts , D.A. , Gardner , M. , Church , R. , Ustin , S. , Scheer , G. and Green , R.O. 1998 . Mapping chaparral in the Santa Monica Mountains using multiple endmember spectral mixture models . Remote Sensing of Environment , 65 : 267 – 279 .
  • Rogan , J. and Chen , D.M. 2004 . Remote sensing technology for mapping and monitoring land-cover and land-use change . Progress in Planning , 61 : 301 – 325 .
  • Simonneaux , V. , Duchemin , B. , Helson , D. , Er-Raki , S. , Olioso , A. and Chehbouni , A.G. 2007 . Using high resolution image time series for crop classification and evapotranspiration estimate over an irrigated area in south Morocco . International Journal of Remote Sensing , 29 : 95 – 116 .
  • Smith , M.O. , Ustin , S.L. , Adams , J.B. and Gillespie , A.R. 1990 . Vegetation deserts: I. Regional measure of abundance from multispectral images . Remote Sensing of Environment , 31 : 1 – 26 .
  • Song , C.H. and Woodcock , C.E. 2003 . Monitoring forest succession with multitemporal Landsat images: factors of uncertainty . IEEE Transactions on Geoscience and Remote Sensing , 41 : 2557 – 2567 .
  • Stibig , H.J. , Belward , A.S. , Roy , P.S. , Rosalina-Wasrin , U. , Agrawal , S. , Joshi , P.K. , Beuchle , R. , Fritz , S. , Mubareka , S. and Giri , C. 2007 . A land-cover map for South and Southeast Asia derived from SPOT-VEGETATION data . Journal of Biogeography , 34 : 625 – 637 .
  • Strahler , A.H. , Woodcock , C.E. and Smith , J.A. 1986 . On the nature models in remote sensing . Remote Sensing of Environment , 20 : 121 – 139 .
  • Tou , J.T. and Gonzalez , R.C. 1974 . Pattern Recognition Principles , Reading : Addison-Wesley Publishing Company .
  • Wessman , C.A. , Bateson , C.A. and Benning , T.L. 1997 . Detecting fire and grazing patterns in tallgrass prairie using spectral mixture analysis . Ecological Applications , 7 : 493 – 511 .

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.