User menu

Cropland Mapping over Sahelian and Sudanian Agrosystems: A Knowledge-Based Approach Using PROBA-V Time Series at 100-m

Bibliographic reference Lambert, Marie-Julie ; Waldner, François ; Defourny, Pierre. Cropland Mapping over Sahelian and Sudanian Agrosystems: A Knowledge-Based Approach Using PROBA-V Time Series at 100-m. In: Remote Sensing, Vol. 8(3), no.232, p. 1-23 (11 March 2016)
Permanent URL
  1. (2007)
  2. Brévault Thierry, Renou Alain, Vayssières Jean-François, Amadji Guillaume, Assogba-Komlan Françoise, Diallo Mariama Dalanda, De Bon Hubert, Diarra Karamoko, Hamadoun Abdoulaye, Huat Joël, Marnotte Pascal, Menozzi Philippe, Prudent Patrick, Rey Jean-Yves, Sall Dieynaba, Silvie Pierre, Simon Serge, Sinzogan Antonio, Soti Valérie, Tamò Manuele, Clouvel Pascal, DIVECOSYS: Bringing together researchers to design ecologically-based pest management for small-scale farming systems in West Africa, 10.1016/j.cropro.2014.08.017
  3. Lahmar Rabah, Bationo Babou André, Dan Lamso Nomaou, Guéro Yadji, Tittonell Pablo, Tailoring conservation agriculture technologies to West Africa semi-arid zones: Building on traditional local practices for soil restoration, 10.1016/j.fcr.2011.09.013
  4. Jalloh Abdulai, Roy-Macauley Harold, Sereme Paco, Major agro-ecosystems of West and Central Africa: Brief description, species richness, management, environmental limitations and concerns, 10.1016/j.agee.2011.11.019
  5. Akponikpè P.B.I., Minet J., Gérard B., Defourny P., Bielders C.L., Spatial fields’ dispersion as a farmer strategy to reduce agro-climatic risk at the household level in pearl millet-based systems in the Sahel: A modeling perspective, 10.1016/j.agrformet.2010.10.007
  6. Dardel C., Kergoat L., Hiernaux P., Mougin E., Grippa M., Tucker C.J., Re-greening Sahel: 30years of remote sensing data and field observations (Mali, Niger), 10.1016/j.rse.2013.09.011
  7. Genesio L., Bacci M., Baron C., Diarra B., Di Vecchia A., Alhassane A., Hassane I., Ndiaye M., Philippon N., Tarchiani V., Traoré S., Early warning systems for food security in West Africa: evolution, achievements and challenges, 10.1002/asl.332
  8. Karlson Martin, Ostwald Madelene, Remote sensing of vegetation in the Sudano-Sahelian zone: A literature review from 1975 to 2014, 10.1016/j.jaridenv.2015.08.022
  9. Potts (2013)
  10. Bailis R., Mortality and Greenhouse Gas Impacts of Biomass and Petroleum Energy Futures in Africa, 10.1126/science.1106881
  11. Manning Adrian D., Gibbons Philip, Lindenmayer David B., Scattered trees: a complementary strategy for facilitating adaptive responses to climate change in modified landscapes?, 10.1111/j.1365-2664.2009.01657.x
  12. Mertz Ole, D’haen Sarah, Maiga Abdou, Moussa Ibrahim Bouzou, Barbier Bruno, Diouf Awa, Diallo Drissa, Da Evariste Dapola, Dabi Daniel, Climate Variability and Environmental Stress in the Sudan-Sahel Zone of West Africa, 10.1007/s13280-011-0231-8
  13. LIU J, LIU M, TIAN H, ZHUANG D, ZHANG Z, ZHANG W, TANG X, DENG X, Spatial and temporal patterns of China's cropland during 1990–2000: An analysis based on Landsat TM data, 10.1016/j.rse.2005.08.012
  14. Delrue Josefien, Bydekerke Lieven, Eerens Herman, Gilliams Sven, Piccard Isabelle, Swinnen Else, Crop mapping in countries with small-scale farming: a case study for West Shewa, Ethiopia, 10.1080/01431161.2012.747016
  15. Vancutsem Christelle, Marinho Eduardo, Kayitakire François, See Linda, Fritz Steffen, Harmonizing and Combining Existing Land Cover/Land Use Datasets for Cropland Area Monitoring at the African Continental Scale, 10.3390/rs5010019
  16. Fritz Steffen, See Linda, Rembold Felix, Comparison of global and regional land cover maps with statistical information for the agricultural domain in Africa, 10.1080/01431160902946598
  17. Chen Jun, Chen Jin, Liao Anping, Cao Xin, Chen Lijun, Chen Xuehong, He Chaoying, Han Gang, Peng Shu, Lu Miao, Zhang Weiwei, Tong Xiaohua, Mills Jon, Global land cover mapping at 30m resolution: A POK-based operational approach, 10.1016/j.isprsjprs.2014.09.002
  18. Pittman Kyle, Hansen Matthew C., Becker-Reshef Inbal, Potapov Peter V., Justice Christopher O., Estimating Global Cropland Extent with Multi-year MODIS Data, 10.3390/rs2071844
  19. Defourny (2014)
  20. Teluguntla (2015)
  21. Bartholomé E., Belward A. S., GLC2000: a new approach to global land cover mapping from Earth observation data, 10.1080/01431160412331291297
  22. Tateishi Ryutaro, Hoan Nguyen Thanh, Kobayashi Toshiyuki, Alsaaideh Bayan, Tana Gegen, Phong Dong Xuan, Production of Global Land Cover Data – GLCNMO2008, 10.5539/jgg.v6n3p99
  23. Bontemps (2011)
  24. Kaptue Tchuente Armel Thibaut, Roujean Jean-Louis, Faroux Stéphanie, ECOCLIMAP-II: An ecosystem classification and land surface parameters database of Western Africa at 1km resolution for the African Monsoon Multidisciplinary Analysis (AMMA) project, 10.1016/j.rse.2009.12.008
  25. Latham (2014)
  26. Biradar Chandrashekhar M., Thenkabail Prasad S., Noojipady Praveen, Li Yuanjie, Dheeravath Venkateswarlu, Turral Hugh, Velpuri Manohar, Gumma Murali K., Gangalakunta Obi Reddy P., Cai Xueliang L., Xiao Xiangming, Schull Mitchell A., Alankara Ranjith D., Gunasinghe Sarath, Mohideen Sadir, A global map of rainfed cropland areas (GMRCA) at the end of last millennium using remote sensing, 10.1016/j.jag.2008.11.002
  27. Thenkabail Prasad S., Biradar Chandrashekhar M., Noojipady Praveen, Dheeravath Venkateswarlu, Li Yuanjie, Velpuri Manohar, Gumma Muralikrishna, Gangalakunta Obi Reddy P., Turral Hugh, Cai Xueliang, Vithanage Jagath, Schull Mitchell A., Dutta Rishiraj, Global irrigated area map (GIAM), derived from remote sensing, for the end of the last millennium, 10.1080/01431160802698919
  28. Wu Wenbin, Shibasaki Ryosuke, Yang Peng, Zhou Qingbo, Tang Huajun, Remotely sensed estimation of cropland in China: a comparison of the maps derived from four global land cover datasets, 10.5589/m08-059
  29. Waldner François, Fritz Steffen, Di Gregorio Antonio, Defourny Pierre, Mapping Priorities to Focus Cropland Mapping Activities: Fitness Assessment of Existing Global, Regional and National Cropland Maps, 10.3390/rs70607959
  30. Fritz Steffen, See Linda, You Liangzhi, Justice Chris, Becker-Reshef Inbal, Bydekerke Lieven, Cumani Renato, Defourny Pierre, Erb Karlheinz, Foley Jon, Gilliams Sven, Gong Peng, Hansen Matt, Hertel Thomas, Herold Martin, Herrero Mario, Kayitakire Francois, Latham John, Leo Olivier, McCallum Ian, Obersteiner Michael, Ramankutty Navin, Rocha Jansle, Tang Huajun, Thornton Philip, Vancutsem Christelle, van der Velde Marijn, Wood Stan, Woodcock Curtis, The Need for Improved Maps of Global Cropland, 10.1002/2013eo030006
  31. Bontemps S., Herold M., Kooistra L., van Groenestijn A., Hartley A., Arino O., Moreau I., Defourny P., Revisiting land cover observation to address the needs of the climate modeling community, 10.5194/bg-9-2145-2012
  32. Swain (1978)
  33. HANSEN M., DUBAYAH R., DEFRIES R., Classification trees: an alternative to traditional land cover classifiers, 10.1080/01431169608949069
  34. Lippmann R., An introduction to computing with neural nets, 10.1109/massp.1987.1165576
  35. Safavian S.R., Landgrebe D., A survey of decision tree classifier methodology, 10.1109/21.97458
  36. Mountrakis Giorgos, Im Jungho, Ogole Caesar, Support vector machines in remote sensing: A review, 10.1016/j.isprsjprs.2010.11.001
  37. Szuster Brian W., Chen Qi, Borger Michael, A comparison of classification techniques to support land cover and land use analysis in tropical coastal zones, 10.1016/j.apgeog.2010.11.007
  38. Pal Mahesh, Mather P.M., Assessment of the effectiveness of support vector machines for hyperspectral data, 10.1016/j.future.2003.11.011
  39. Paneque-Gálvez Jaime, Mas Jean-François, Moré Gerard, Cristóbal Jordi, Orta-Martínez Martí, Luz Ana Catarina, Guèze Maximilien, Macía Manuel J., Reyes-García Victoria, Enhanced land use/cover classification of heterogeneous tropical landscapes using support vector machines and textural homogeneity, 10.1016/j.jag.2012.10.007
  40. Huang C., Davis L. S., Townshend J. R. G., An assessment of support vector machines for land cover classification, 10.1080/01431160110040323
  41. Sivakumar M.V.K., Exploiting rainy season potential from the onset of rains in the Sahelian zone of West Africa, 10.1016/0168-1923(90)90116-n
  42. Kang (1995)
  43. Dierckx Wouter, Sterckx Sindy, Benhadj Iskander, Livens Stefan, Duhoux Geert, Van Achteren Tanja, Francois Michael, Mellab Karim, Saint Gilbert, PROBA-V mission for global vegetation monitoring: standard products and image quality, 10.1080/01431161.2014.883097
  44. Zhao Yuanyuan, Gong Peng, Yu Le, Hu Luanyun, Li Xueyan, Li Congcong, Zhang Haiying, Zheng Yaomin, Wang Jie, Zhao Yongchao, Cheng Qu, Liu Caixia, Liu Shuang, Wang Xiaoyi, Towards a common validation sample set for global land-cover mapping, 10.1080/01431161.2014.930202
  45. Boschetti Luigi, Flasse Stéphane P, Brivio Pietro A, Analysis of the conflict between omission and commission in low spatial resolution dichotomic thematic products: The Pareto Boundary, 10.1016/j.rse.2004.02.015
  46. Waldner François, Lambert Marie-Julie, Li Wenjuan, Weiss Marie, Demarez Valérie, Morin David, Marais-Sicre Claire, Hagolle Olivier, Baret Frédéric, Defourny Pierre, Land Cover and Crop Type Classification along the Season Based on Biophysical Variables Retrieved from Multi-Sensor High-Resolution Time Series, 10.3390/rs70810400
  47. Matton Nicolas, Canto Guadalupe, Waldner François, Valero Silvia, Morin David, Inglada Jordi, Arias Marcela, Bontemps Sophie, Koetz Benjamin, Defourny Pierre, An Automated Method for Annual Cropland Mapping along the Season for Various Globally-Distributed Agrosystems Using High Spatial and Temporal Resolution Time Series, 10.3390/rs71013208
  48. Waldner François, Canto Guadalupe Sepulcre, Defourny Pierre, Automated annual cropland mapping using knowledge-based temporal features, 10.1016/j.isprsjprs.2015.09.013
  49. Akbari M., Mamanpoush A. r., Gieske A., Miranzadeh M., Torabi M., Salemi H. R., Crop and land cover classification in Iran using Landsat 7 imagery, 10.1080/01431160600784192
  50. Eilers Paul H. C., A Perfect Smoother, 10.1021/ac034173t
  51. Atkinson Peter M., Jeganathan C., Dash Jadu, Atzberger Clement, Inter-comparison of four models for smoothing satellite sensor time-series data to estimate vegetation phenology, 10.1016/j.rse.2012.04.001
  52. Atzberger Clement, Eilers Paul H. C., Evaluating the effectiveness of smoothing algorithms in the absence of ground reference measurements, 10.1080/01431161003762405
  53. Foody Giles M., Mathur Ajay, Toward intelligent training of supervised image classifications: directing training data acquisition for SVM classification, 10.1016/j.rse.2004.06.017
  54. Wang, Volume 177 (2005)
  55. Vapnik, Volume 1 (1998)
  56. Hiernaux Pierre, Mougin Eric, Diarra Lassine, Soumaguel Nogmana, Lavenu François, Tracol Yann, Diawara Mamadou, Sahelian rangeland response to changes in rainfall over two decades in the Gourma region, Mali, 10.1016/j.jhydrol.2008.11.005
  57. Begue Agnes, Vintrou Elodie, Saad Alexandre, Hiernaux Pierre, Differences between cropland and rangeland MODIS phenology (start-of-season) in Mali, 10.1016/j.jag.2014.03.024
  58. Bégué Agnès, Vintrou Elodie, Ruelland Denis, Claden Maxime, Dessay Nadine, Can a 25-year trend in Soudano-Sahelian vegetation dynamics be interpreted in terms of land use change? A remote sensing approach, 10.1016/j.gloenvcha.2011.02.002
  59. Renier Cécile, Waldner François, Jacques Damien, Babah Ebbe Mohamed, Cressman Keith, Defourny Pierre, A Dynamic Vegetation Senescence Indicator for Near-Real-Time Desert Locust Habitat Monitoring with MODIS, 10.3390/rs70607545
  60. Breiman Leo, 10.1023/a:1010933404324
  61. Wagner John E., Stehman Stephen V., Optimizing sample size allocation to strata for estimating area and map accuracy, 10.1016/j.rse.2015.06.027
  62. Foody G. M., Local characterization of thematic classification accuracy through spatially constrained confusion matrices, 10.1080/01431160512331326521
  63. Liu Canran, Frazier Paul, Kumar Lalit, Comparative assessment of the measures of thematic classification accuracy, 10.1016/j.rse.2006.10.010
  64. Leroux Louise, Jolivot Audrey, Bégué Agnès, Seen Danny, Zoungrana Bernardin, How Reliable is the MODIS Land Cover Product for Crop Mapping Sub-Saharan Agricultural Landscapes?, 10.3390/rs6098541
  65. Foody Giles M., Status of land cover classification accuracy assessment, 10.1016/s0034-4257(01)00295-4
  66. Waldner François, Ebbe Mohamed, Cressman Keith, Defourny Pierre, Operational Monitoring of the Desert Locust Habitat with Earth Observation: An Assessment, 10.3390/ijgi4042379
  67. Turner Monica G., O'Neill Robert V., Gardner Robert H., Milne Bruce T., Effects of changing spatial scale on the analysis of landscape pattern, 10.1007/bf00131534
  68. Mayaux Philippe, Lambin Eric F., Estimation of tropical forest area from coarse spatial resolution data: A two-step correction function for proportional errors due to spatial aggregation, 10.1016/0034-4257(95)00038-3
  69. Jia Kun, Liang Shunlin, Wei Xiangqin, Yao Yunjun, Su Yingru, Jiang Bo, Wang Xiaoxia, Land Cover Classification of Landsat Data with Phenological Features Extracted from Time Series MODIS NDVI Data, 10.3390/rs61111518
  70. Smith Jonathan H, Stehman Stephen V, Wickham James D, Yang Limin, Effects of landscape characteristics on land-cover class accuracy, 10.1016/s0034-4257(02)00126-8
  71. Latifovic Rasim, Olthof Ian, Accuracy assessment using sub-pixel fractional error matrices of global land cover products derived from satellite data, 10.1016/j.rse.2003.11.016
  72. Moody Aaron, Woodcock Curtis E., The influence of scale and the spatial characteristics of landscapes on land-cover mapping using remote sensing, 10.1007/bf00130213
  73. Roumenina Eugenia, Atzberger Clement, Vassilev Vassil, Dimitrov Petar, Kamenova Ilina, Banov Martin, Filchev Lachezar, Jelev Georgi, Single- and Multi-Date Crop Identification Using PROBA-V 100 and 300 m S1 Products on Zlatia Test Site, Bulgaria, 10.3390/rs71013843
  74. Sterckx Sindy, Benhadj Iskander, Duhoux Geert, Livens Stefan, Dierckx Wouter, Goor Erwin, Adriaensen Stefan, Heyns Walter, Van Hoof Kris, Strackx Gert, Nackaerts Kris, Reusen Ils, Van Achteren Tanja, Dries Jan, Van Roey Tom, Mellab Karim, Duca Riccardo, Zender Joe, The PROBA-V mission: image processing and calibration, 10.1080/01431161.2014.883094
  75. Erwin (2014)