User menu

A Review of the Application of Optical and Radar Remote Sensing Data Fusion to Land Use Mapping and Monitoring

Bibliographic reference Joshi, Neha ; Baumann, Matthias ; Ehammer, Andrea ; Fensholt, Rasmus ; Grogan, Kenneth ; et. al. A Review of the Application of Optical and Radar Remote Sensing Data Fusion to Land Use Mapping and Monitoring. In: Remote Sensing, Vol. 8, no.1, p. 70 (2016)
Permanent URL http://hdl.handle.net/2078.1/170348
  1. Turner B. L., Lambin E. F., Reenberg A., The emergence of land change science for global environmental change and sustainability, 10.1073/pnas.0704119104
  2. Lambin (2006)
  3. Lewis S. L., Edwards D. P., Galbraith D., Increasing human dominance of tropical forests, 10.1126/science.aaa9932
  4. DeFries Ruth S., Rudel Thomas, Uriarte Maria, Hansen Matthew, Deforestation driven by urban population growth and agricultural trade in the twenty-first century, 10.1038/ngeo756
  5. Houghton R.A., How well do we know the flux of CO2 from land-use change?, 10.1111/j.1600-0889.2010.00473.x
  6. (2005)
  7. Sombroek Wim, Spatial and Temporal Patterns of Amazon Rainfall : Consequences for the Planning of Agricultural Occupation and the Protection of Primary Forests, 10.1579/0044-7447-30.7.388
  8. Luyssaert Sebastiaan, Jammet Mathilde, Stoy Paul C., Estel Stephan, Pongratz Julia, Ceschia Eric, Churkina Galina, Don Axel, Erb KarlHeinz, Ferlicoq Morgan, Gielen Bert, Grünwald Thomas, Houghton Richard A., Klumpp Katja, Knohl Alexander, Kolb Thomas, Kuemmerle Tobias, Laurila Tuomas, Lohila Annalea, Loustau Denis, McGrath Matthew J., Meyfroidt Patrick, Moors Eddy J., Naudts Kim, Novick Kim, Otto Juliane, Pilegaard Kim, Pio Casimiro A., Rambal Serge, Rebmann Corinna, Ryder James, Suyker Andrew E., Varlagin Andrej, Wattenbach Martin, Dolman A. Johannes, Land management and land-cover change have impacts of similar magnitude on surface temperature, 10.1038/nclimate2196
  9. (2011)
  10. Joshi Neha, Mitchard Edward TA, Woo Natalia, Torres Jorge, Moll-Rocek Julian, Ehammer Andrea, Collins Murray, Jepsen Martin R, Fensholt Rasmus, Mapping dynamics of deforestation and forest degradation in tropical forests using radar satellite data, 10.1088/1748-9326/10/3/034014
  11. DeFries R. S., Townshend J. R. G., Hansen M. C., Continuous fields of vegetation characteristics at the global scale at 1-km resolution, 10.1029/1999jd900057
  12. Hansen Matthew C., DeFries Ruth S., Detecting Long-term Global Forest Change Using Continuous Fields of Tree-Cover Maps from 8-km Advanced Very High Resolution Radiometer (AVHRR) Data for the Years 1982?99, 10.1007/s10021-004-0243-3
  13. Erb Karl-Heinz, Haberl Helmut, Jepsen Martin Rudbeck, Kuemmerle Tobias, Lindner Marcus, Müller Daniel, Verburg Peter H, Reenberg Anette, A conceptual framework for analysing and measuring land-use intensity, 10.1016/j.cosust.2013.07.010
  14. O'Connor Tim G, Puttick James R, Hoffman M Timm, Bush encroachment in southern Africa: changes and causes, 10.2989/10220119.2014.939996
  15. Bond W. J., Midgley G. F., Carbon dioxide and the uneasy interactions of trees and savannah grasses, 10.1098/rstb.2011.0182
  16. Myers-Smith Isla H, Forbes Bruce C, Wilmking Martin, Hallinger Martin, Lantz Trevor, Blok Daan, Tape Ken D, Macias-Fauria Marc, Sass-Klaassen Ute, Lévesque Esther, Boudreau Stéphane, Ropars Pascale, Hermanutz Luise, Trant Andrew, Collier Laura Siegwart, Weijers Stef, Rozema Jelte, Rayback Shelly A, Schmidt Niels Martin, Schaepman-Strub Gabriela, Wipf Sonja, Rixen Christian, Ménard Cécile B, Venn Susanna, Goetz Scott, Andreu-Hayles Laia, Elmendorf Sarah, Ravolainen Virve, Welker Jeffrey, Grogan Paul, Epstein Howard E, Hik David S, Shrub expansion in tundra ecosystems: dynamics, impacts and research priorities, 10.1088/1748-9326/6/4/045509
  17. Mitchard E. T. A., Flintrop C. M., Woody encroachment and forest degradation in sub-Saharan Africa's woodlands and savannas 1982-2006, 10.1098/rstb.2012.0406
  18. Brandt Martin, Mbow Cheikh, Diouf Abdoul A., Verger Aleixandre, Samimi Cyrus, Fensholt Rasmus, Ground- and satellite-based evidence of the biophysical mechanisms behind the greening Sahel, 10.1111/gcb.12807
  19. Herrmann S.M., Tappan G.G., Vegetation impoverishment despite greening: A case study from central Senegal, 10.1016/j.jaridenv.2012.10.020
  20. Townshend John, Justice Christopher, Li Wei, Gurney Charlotte, McManus Jim, Global land cover classification by remote sensing: present capabilities and future possibilities, 10.1016/0034-4257(91)90016-y
  21. Loveland T. R., Reed B. C., Brown J. F., Ohlen D. O., Zhu Z., Yang L., Merchant J. W., Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data, 10.1080/014311600210191
  22. Friedl M.A, McIver D.K, Hodges J.C.F, Zhang X.Y, Muchoney D, Strahler A.H, Woodcock C.E, Gopal S, Schneider A, Cooper A, Baccini A, Gao F, Schaaf C, Global land cover mapping from MODIS: algorithms and early results, 10.1016/s0034-4257(02)00078-0
  23. Mayaux Philippe, Bartholomé Etienne, Fritz Steffen, Belward Alan, A new land-cover map of Africa for the year 2000 : New land-cover map of Africa, 10.1111/j.1365-2699.2004.01073.x
  24. Bicheron (2008)
  25. Hansen M. C., Potapov P. V., Moore R., Hancher M., Turubanova S. A., Tyukavina A., Thau D., Stehman S. V., Goetz S. J., Loveland T. R., Kommareddy A., Egorov A., Chini L., Justice C. O., Townshend J. R. G., High-Resolution Global Maps of 21st-Century Forest Cover Change, 10.1126/science.1244693
  26. Ryan Casey M., Berry Nicholas J., Joshi Neha, Quantifying the causes of deforestation and degradation and creating transparent REDD+ baselines: A method and case study from central Mozambique, 10.1016/j.apgeog.2014.05.014
  27. Brolly Matthew, Woodhouse Iain H., A “Matchstick Model” of microwave backscatter from a forest, 10.1016/j.ecolmodel.2012.04.014
  28. Giri (2012)
  29. Kuemmerle Tobias, Erb Karlheinz, Meyfroidt Patrick, Müller Daniel, Verburg Peter H, Estel Stephan, Haberl Helmut, Hostert Patrick, Jepsen Martin R., Kastner Thomas, Levers Christian, Lindner Marcus, Plutzar Christoph, Verkerk Pieter Johannes, van der Zanden Emma H, Reenberg Anette, Challenges and opportunities in mapping land use intensity globally, 10.1016/j.cosust.2013.06.002
  30. Zaks David P M, Kucharik Christopher J, Data and monitoring needs for a more ecological agriculture, 10.1088/1748-9326/6/1/014017
  31. VERBURG PETER H., NEUMANN KATHLEEN, NOL LINDA, Challenges in using land use and land cover data for global change studies : LAND USE AND LAND COVER DATA FOR GLOBAL CHANGE STUDIES, 10.1111/j.1365-2486.2010.02307.x
  32. Malenovský Zbyněk, Rott Helmut, Cihlar Josef, Schaepman Michael E., García-Santos Glenda, Fernandes Richard, Berger Michael, Sentinels for science: Potential of Sentinel-1, -2, and -3 missions for scientific observations of ocean, cryosphere, and land, 10.1016/j.rse.2011.09.026
  33. Tupin (2010)
  34. Engdahl M.E., Hyyppa J.M., Land-cover classification using multitemporal ERS-1/2 insar data, 10.1109/tgrs.2003.813271
  35. Hong S.-H, Wdowinski S., Multitemporal Multitrack Monitoring of Wetland Water Levels in the Florida Everglades Using ALOS PALSAR Data With Interferometric Processing, 10.1109/lgrs.2013.2293492
  36. Meyfroidt Patrick, Carlson Kimberly M, Fagan Matthew E, Gutiérrez-Vélez Victor H, Macedo Marcia N, Curran Lisa M, DeFries Ruth S, Dyer George A, Gibbs Holly K, Lambin Eric F, Morton Douglas C, Robiglio Valentina, Multiple pathways of commodity crop expansion in tropical forest landscapes, 10.1088/1748-9326/9/7/074012
  37. Graesser Jordan, Aide T Mitchell, Grau H Ricardo, Ramankutty Navin, Cropland/pastureland dynamics and the slowdown of deforestation in Latin America, 10.1088/1748-9326/10/3/034017
  38. Lark Tyler J, Meghan Salmon J, Gibbs Holly K, Cropland expansion outpaces agricultural and biofuel policies in the United States, 10.1088/1748-9326/10/4/044003
  39. Lambin Eric F., Meyfroidt Patrick, Rueda Ximena, Blackman Allen, Börner Jan, Cerutti Paolo Omar, Dietsch Thomas, Jungmann Laura, Lamarque Pénélope, Lister Jane, Walker Nathalie F., Wunder Sven, Effectiveness and synergies of policy instruments for land use governance in tropical regions, 10.1016/j.gloenvcha.2014.06.007
  40. Gibbs H. K., Rausch L., Munger J., Schelly I., Morton D. C., Noojipady P., Soares-Filho B., Barreto P., Micol L., Walker N. F., Brazil's Soy Moratorium, 10.1126/science.aaa0181
  41. Amarsaikhan D., Ganzorig M., Ache P., Blotevogel H., The integrated use of optical and InSAR data for urban land‐cover mapping, 10.1080/01431160600784267
  42. Waske B., van der Linden S., Classifying Multilevel Imagery From SAR and Optical Sensors by Decision Fusion, 10.1109/tgrs.2008.916089
  43. Erasmi S., Twele A., Regional land cover mapping in the humid tropics using combined optical and SAR satellite data—a case study from Central Sulawesi, Indonesia, 10.1080/01431160802552728
  44. Pereira, GISci. Remote Sens., 50, 301 (2013)
  45. Stefanski Jan, Kuemmerle Tobias, Chaskovskyy Oleh, Griffiths Patrick, Havryluk Vassiliy, Knorn Jan, Korol Nikolas, Sieber Anika, Waske Björn, Mapping Land Management Regimes in Western Ukraine Using Optical and SAR Data, 10.3390/rs6065279
  46. Dusseux Pauline, Corpetti Thomas, Hubert-Moy Laurence, Corgne Samuel, Combined Use of Multi-Temporal Optical and Radar Satellite Images for Grassland Monitoring, 10.3390/rs6076163
  47. Richards J.A., Analysis of remotely sensed data: the formative decades and the future, 10.1109/tgrs.2004.837326
  48. Pohl C., Van Genderen J. L., Review article Multisensor image fusion in remote sensing: Concepts, methods and applications, 10.1080/014311698215748
  49. Lu D., Weng Q., A survey of image classification methods and techniques for improving classification performance, 10.1080/01431160600746456
  50. Wald L., Some terms of reference in data fusion, 10.1109/36.763269
  51. Brisco, Photogramm. Eng. Remote Sens., 61, 1009 (1995)
  52. Chust G., Ducrot D., Pretus J. LL., Land cover discrimination potential of radar multitemporal series and optical multispectral images in a Mediterranean cultural landscape, 10.1080/0143116032000160480
  53. Huang Heng, Legarsky Justin, Othman Maslina, Land-cover Classification Using Radarsat and Landsat Imagery for St. Louis, Missouri, 10.14358/pers.73.1.37
  54. Benediktsson J.A., Kanellopoulos I., Classification of multisource and hyperspectral data based on decision fusion, 10.1109/36.763301
  55. Waske B., Benediktsson J.A., Fusion of Support Vector Machines for Classification of Multisensor Data, 10.1109/tgrs.2007.898446
  56. Hongsheng Zhang, Hui Lin, Yu Li, Impacts of Feature Normalization on Optical and SAR Data Fusion for Land Use/Land Cover Classification, 10.1109/lgrs.2014.2377722
  57. Griffiths Patrick, Kuemmerle Tobias, Baumann Matthias, Radeloff Volker C., Abrudan Ioan V., Lieskovsky Juraj, Munteanu Catalina, Ostapowicz Katarzyna, Hostert Patrick, Forest disturbances, forest recovery, and changes in forest types across the Carpathian ecoregion from 1985 to 2010 based on Landsat image composites, 10.1016/j.rse.2013.04.022
  58. Homer, Photogramm. Eng. Remote Sens., 73, 337 (2007)
  59. Morton (2011)
  60. Arino (2008)
  61. Bartholomé E., Belward A. S., GLC2000: a new approach to global land cover mapping from Earth observation data, 10.1080/01431160412331291297
  62. Hansen M. C., Defries R. S., Townshend J. R. G., Sohlberg R., Global land cover classification at 1 km spatial resolution using a classification tree approach, 10.1080/014311600210209
  63. Friedl Mark A., Sulla-Menashe Damien, Tan Bin, Schneider Annemarie, Ramankutty Navin, Sibley Adam, Huang Xiaoman, MODIS Collection 5 global land cover: Algorithm refinements and characterization of new datasets, 10.1016/j.rse.2009.08.016
  64. Estel Stephan, Kuemmerle Tobias, Alcántara Camilo, Levers Christian, Prishchepov Alexander, Hostert Patrick, Mapping farmland abandonment and recultivation across Europe using MODIS NDVI time series, 10.1016/j.rse.2015.03.028
  65. Griffiths Patrick, Kuemmerle Tobias, Kennedy Robert E., Abrudan Ioan V., Knorn Jan, Hostert Patrick, Using annual time-series of Landsat images to assess the effects of forest restitution in post-socialist Romania, 10.1016/j.rse.2011.11.006
  66. Souchère Véronique, King Christine, Dubreuil Nicolas, Lecomte-Morel Véronique, Le Bissonnais Yves, Chalat Martine, Grassland and crop trends: role of the European Union Common Agricultural Policy and consequences for runoff and soil erosion, 10.1016/s1462-9011(02)00121-1
  67. Kovalskyy V., Roy D.P., The global availability of Landsat 5 TM and Landsat 7 ETM+ land surface observations and implications for global 30m Landsat data product generation, 10.1016/j.rse.2012.12.003
  68. Roy D.P., Wulder M.A., Loveland T.R., C.E. Woodcock, Allen R.G., Anderson M.C., Helder D., Irons J.R., Johnson D.M., Kennedy R., Scambos T.A., Schaaf C.B., Schott J.R., Sheng Y., Vermote E.F., Belward A.S., Bindschadler R., Cohen W.B., Gao F., Hipple J.D., Hostert P., Huntington J., Justice C.O., Kilic A., Kovalskyy V., Lee Z.P., Lymburner L., Masek J.G., McCorkel J., Shuai Y., Trezza R., Vogelmann J., Wynne R.H., Zhu Z., Landsat-8: Science and product vision for terrestrial global change research, 10.1016/j.rse.2014.02.001
  69. Hostert, Remote Sens. Time Ser., 22, 25 (2015)
  70. Carrão Hugo, Gonçalves Paulo, Caetano Mário, Contribution of multispectral and multitemporal information from MODIS images to land cover classification, 10.1016/j.rse.2007.07.002
  71. Clark Matthew L., Aide T. Mitchell, Grau H. Ricardo, Riner George, A scalable approach to mapping annual land cover at 250 m using MODIS time series data: A case study in the Dry Chaco ecoregion of South America, 10.1016/j.rse.2010.07.001
  72. Shimada Masanobu, Itoh Takuya, Motooka Takeshi, Watanabe Manabu, Shiraishi Tomohiro, Thapa Rajesh, Lucas Richard, New global forest/non-forest maps from ALOS PALSAR data (2007–2010), 10.1016/j.rse.2014.04.014
  73. Cable Jeffrey, Kovacs John, Shang Jiali, Jiao Xianfeng, Multi-Temporal Polarimetric RADARSAT-2 for Land Cover Monitoring in Northeastern Ontario, Canada, 10.3390/rs6032372
  74. Simard M., Saatchi S.S., De Grandi G., The use of decision tree and multiscale texture for classification of JERS-1 SAR data over tropical forest, 10.1109/36.868888
  75. Mitchard Edward T.A., Meir Patrick, Ryan Casey M., Woollen Emily S., Williams Mathew, Goodman Lucy E., Mucavele Joey A., Watts Paul, Woodhouse Iain H., Saatchi Sassan S., A novel application of satellite radar data: measuring carbon sequestration and detecting degradation in a community forestry project in Mozambique, 10.1080/17550874.2012.695814
  76. Ryan Casey M., Hill Timothy, Woollen Emily, Ghee Claire, Mitchard Edward, Cassells Gemma, Grace John, Woodhouse Iain H., Williams Mathew, Quantifying small-scale deforestation and forest degradation in African woodlands using radar imagery, 10.1111/j.1365-2486.2011.02551.x
  77. Whittle Martin, Quegan Shaun, Uryu Yumiko, Stüewe Michael, Yulianto Kokok, Detection of tropical deforestation using ALOS-PALSAR: A Sumatran case study, 10.1016/j.rse.2012.04.027
  78. Henderson F.M., Zong-Guo Xia, SAR applications in human settlement detection, population estimation and urban land use pattern analysis: a status report, 10.1109/36.551936
  79. Wenjin Wu, Huadong Guo, Xinwu Li, Ferro-Famil Laurent, Lu Zhang, Urban Land Use Information Extraction Using the Ultrahigh-Resolution Chinese Airborne SAR Imagery, 10.1109/tgrs.2015.2425658
  80. Bargiel Damian, Herrmann Sylvia, Multi-Temporal Land-Cover Classification of Agricultural Areas in Two European Regions with High Resolution Spotlight TerraSAR-X Data, 10.3390/rs3050859
  81. Ribbes F., Rice field mapping and monitoring with RADARSAT data, 10.1080/014311699213172
  82. Inoue Y., Kurosu T., Maeno H., Uratsuka S., Kozu T., Dabrowska-Zielinska K., Qi J., Season-long daily measurements of multifrequency (Ka, Ku, X, C, and L) and full-polarization backscatter signatures over paddy rice field and their relationship with biological variables, 10.1016/s0034-4257(01)00343-1
  83. Bouvet Alexandre, Le Toan Thuy, Use of ENVISAT/ASAR wide-swath data for timely rice fields mapping in the Mekong River Delta, 10.1016/j.rse.2010.12.014
  84. BLAES X, VANHALLE L, DEFOURNY P, Efficiency of crop identification based on optical and SAR image time series, 10.1016/j.rse.2005.03.010
  85. McNairn H., Jiali Shang, Xianfeng Jiao, Champagne C., The Contribution of ALOS PALSAR Multipolarization and Polarimetric Data to Crop Classification, 10.1109/tgrs.2009.2026052
  86. Price Kevin P, Guo Xulin, Stiles James M, Comparison of Landsat TM and ERS-2 SAR data for discriminating among grassland types and treatments in eastern Kansas, 10.1016/s0168-1699(02)00110-2
  87. Asner G. P., Cloud cover in Landsat observations of the Brazilian Amazon, 10.1080/01431160010006926
  88. Chambers Jeffrey Q., Asner Gregory P., Morton Douglas C., Anderson Liana O., Saatchi Sassan S., Espírito-Santo Fernando D.B., Palace Michael, Souza Carlos, Regional ecosystem structure and function: ecological insights from remote sensing of tropical forests, 10.1016/j.tree.2007.05.001
  89. Sannier Christophe, McRoberts Ronald E., Fichet Louis-Vincent, Makaga Etienne Massard K., Using the regression estimator with Landsat data to estimate proportion forest cover and net proportion deforestation in Gabon, 10.1016/j.rse.2013.09.015
  90. Pflugmacher Dirk, Cohen Warren B., E. Kennedy Robert, Using Landsat-derived disturbance history (1972–2010) to predict current forest structure, 10.1016/j.rse.2011.09.025
  91. Rogan John, Chen DongMei, Remote sensing technology for mapping and monitoring land-cover and land-use change, 10.1016/s0305-9006(03)00066-7
  92. Maghsoudi Yasser, Collins Michael J., Leckie Donald, Speckle reduction for the forest mapping analysis of multi-temporal Radarsat-1 images, 10.1080/01431161.2011.568530
  93. Lopes A., Touzi R., Nezry E., Adaptive speckle filters and scene heterogeneity, 10.1109/36.62623
  94. Quegan S., Jiong Jiong Yu, Filtering of multichannel SAR images, 10.1109/36.964973
  95. Woodhouse (2006)
  96. Rosenqvist A., Shimada M., Ito N., Watanabe M., ALOS PALSAR: A Pathfinder Mission for Global-Scale Monitoring of the Environment, 10.1109/tgrs.2007.901027
  97. Reiche Johannes, de Bruin Sytze, Hoekman Dirk, Verbesselt Jan, Herold Martin, A Bayesian Approach to Combine Landsat and ALOS PALSAR Time Series for Near Real-Time Deforestation Detection, 10.3390/rs70504973
  98. Pal Mahesh, Mather P. M., Some issues in the classification of DAIS hyperspectral data, 10.1080/01431160500185227
  99. Foody Giles M., Mathur Ajay, The use of small training sets containing mixed pixels for accurate hard image classification: Training on mixed spectral responses for classification by a SVM, 10.1016/j.rse.2006.04.001
  100. Olofsson Pontus, Foody Giles M., Stehman Stephen V., Woodcock Curtis E., Making better use of accuracy data in land change studies: Estimating accuracy and area and quantifying uncertainty using stratified estimation, 10.1016/j.rse.2012.10.031
  101. 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
  102. Foody Giles M., Status of land cover classification accuracy assessment, 10.1016/s0034-4257(01)00295-4
  103. Pontius Robert Gilmore, Millones Marco, Death to Kappa: birth of quantity disagreement and allocation disagreement for accuracy assessment, 10.1080/01431161.2011.552923
  104. Trouve E., Chambenoit Y., Classeau N., Bolon P., Statistical and operational performance assessment of multitemporal sar image filtering, 10.1109/tgrs.2003.817270
  105. Long Dan S., McCallum John D., On-combine, multi-sensor data collection for post-harvest assessment of environmental stress in wheat, 10.1007/s11119-015-9391-z
  106. Man Qixia, Dong Pinliang, Guo Huadong, Pixel- and feature-level fusion of hyperspectral and lidar data for urban land-use classification, 10.1080/01431161.2015.1015657
  107. Jones Trevor G., Coops Nicholas C., Sharma Tara, Assessing the utility of airborne hyperspectral and LiDAR data for species distribution mapping in the coastal Pacific Northwest, Canada, 10.1016/j.rse.2010.07.002
  108. Hladik Christine, Schalles John, Alber Merryl, Salt marsh elevation and habitat mapping using hyperspectral and LIDAR data, 10.1016/j.rse.2013.08.003
  109. Yokoya Naoto, Nakazawa Shinji, Matsuki Tomohiro, Iwasaki Akira, Fusion of Hyperspectral and LiDAR Data for Landscape Visual Quality Assessment, 10.1109/jstars.2014.2313356
  110. Berger Michael, Moreno Jose, Johannessen Johnny A., Levelt Pieternel F., Hanssen Ramon F., ESA's sentinel missions in support of Earth system science, 10.1016/j.rse.2011.07.023