Satellite remote sensing for applied ecologists: opportunities and challenges
Abstract
Summary: Habitat loss and degradation, overexploitation, climate change and the spread of invasive species are drastically depleting the Earth's biological diversity, leading to detrimental impacts on ecosystem services and human well‐being. Our ability to monitor the state of biodiversity and the impacts of global environmental change on this natural capital is fundamental to designing effective adaptation and mitigation strategies for preventing further loss of biological diversity. This requires the scientific community to assess spatio‐temporal changes in the distribution of abiotic conditions (e.g. temperature, rainfall) and in the distribution, structure, composition and functioning of ecosystems. The potential for satellite remote sensing (SRS) to provide key data has been highlighted by many researchers, with SRS offering repeatable, standardized and verifiable information on long‐term trends in biodiversity indicators. SRS permits one to address questions on scales inaccessible to ground‐based methods alone, facilitating the development of an integrated approach to natural resource management, where biodiversity, pressures to biodiversity and consequences of management decisions can all be monitored. Synthesis and applications. Here, we provide an interdisciplinary perspective on the prospects of satellite remote sensing (SRS) for ecological applications, reviewing established avenues and highlighting new research and technological developments that have a high potential to make a difference in environmental management. We also discuss current barriers to the ecological application of SRS‐based approaches and identify possible ways to overcome some of these limitations.
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Satellite remote sensing has become an integral part to study animal habitats, biological diversity, and spatiotemporal changes of abiotic conditions, since it allows mapping land cover, soil moisture, or temperature at scale.
“Satellite remote sensing has become an integral part to study animal habitats, biological diversity, and spatiotemporal changes of abiotic conditions113, since it allows to map quantities like land cover, soil moisture, or temperature at scale.”
From Perspectives in machine learning for wildlife conservation (2022) · cites this paper as [113]
Cites
R: A Language and Environment for Statistical Computing
R Core Team (2000) · doi:10.32614/r.manuals · Cited by 355,706 · see citing works
Support vector machines in remote sensing: a review
Mountrakis, G., Im, J., & Ogole, C. (2011) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2010.11.001 · Cited by 3,473 · see citing works
Status and distribution of mangrove forests of the world using earth observation satellite data
Giri, C. P., Ochieng, E. O., Tieszen, L. L., Zhu, Z., Singh, A., LOVELAND, T. R., Masek, J. G., & Duke, N. C. (2010) · Global Ecology and Biogeography · doi:10.1111/j.1466-8238.2010.00584.x · Cited by 3,186 · see citing works
A movement ecology paradigm for unifying organismal movement research
Nathan, R., Getz, W. M., Revilla, E., Holyoak, M., Kadmon, R., Saltz, D., & Smouse, P. E. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0800375105 · Cited by 2,979 · see citing works
Ecosystems and Human Well-Being: Biodiversity Synthesis
Duraiappah, A. K., Naeem, S., WRI, & Millennium Ecosystems Assessment Board (2005) · Cited by 2,836 · see citing works
Benchmark map of forest carbon stocks in tropical regions across three continents
Saatchi, S., Harris, N., Brown, S., Lefsky, M., Mitchard, E., Salas, W., Zutta, B., Buermann, W., Lewis, S., Hagen, S., et al. (2011) · Proceedings of the National Academy of Sciences of the United States of America · doi:10.1073/pnas.1019576108 · Cited by 2,364 · see citing works
Scenarios for Global Biodiversity in the 21st Century
Pereira, H. M., Leadley, P. W., Proença, V., Alkemade, R., Scharlemann, J. P. W., Fernandez-Manjarrés, J. F., Araújo, M. B., Balvanera, P., Biggs, R., Cheung, W. W. L., et al. (2010) · Science · doi:10.1126/science.1196624 · Cited by 2,077 · see citing works
Lidar Remote Sensing for Ecosystem Studies
Lefsky, M. A., Cohen, W. B., Parker, G. G., & HARDING, D. J. (2002) · BioScience · doi:10.1641/0006-3568(2002)052[0019:lrsfes]2.0.co;2 · Cited by 1,833 · see citing works
A review of vegetation indices
Bannari, A., Morin, D., Bonn, F., & HUETE, A. R. (1995) · Remote Sensing Reviews · doi:10.1080/02757259509532298 · Cited by 1,681 · see citing works
Global Bathymetry and Elevation Data at 30 Arc Seconds Resolution: SRTM30_PLUS
Becker, J. J., Sandwell, D. T., Smith, W. H. F., Braud, J., Binder, B. A., Depner, J., Fabre, D., Factor, J., Ingalls, S., Kim, S.-H., et al. (2009) · Marine Geodesy · doi:10.1080/01490410903297766 · Cited by 1,563 · see citing works
Remote sensing for biodiversity science and conservation
Turner, W., Spector, S., Gardiner, N., Fladeland, M. M., Sterling, E. J., & Steininger, M. (2003) · Trends in Ecology & Evolution · doi:10.1016/s0169-5347(03)00070-3 · Cited by 1,408 · see citing works
Self-citationJustice, C. O., Giglio, L., Korontzi, S., Owens, J., Morisette, J. T., Roy, D. P., Descloitres, J., Alleaume, S., Petitcolin, F., & Kaufman, Y. J. (2002) · Remote Sensing of Environment · doi:10.1016/s0034-4257(02)00076-7 · Cited by 1,262 · see citing works
Averting biodiversity collapse in tropical forest protected areas
Laurance, W. F., Carolina Useche, D., Rendeiro, J., Kalka, M., Bradshaw, C. J. A., Sloan, S. P., Laurance, S. G., Campbell, M., Abernethy, K., Alvarez, P., et al. (2012) · Nature · doi:10.1038/nature11318 · Cited by 1,213 · see citing works
Self-citationNDVI-derived land cover classifications at a global scale
DeFries, R., & Townshend, J. R. G. (1994) · International Journal of Remote Sensing · doi:10.1080/01431169408954345 · Cited by 1,079 · see citing works
A review of large area monitoring of land cover change using Landsat data
Hansen, M. C., & Loveland, T. R. (2012) · Remote Sensing of Environment · doi:10.1016/j.rse.2011.08.024 · Cited by 1,061 · see citing works
Remote sensing techniques to assess active fire characteristics and post-fire effects
Lentile, L. B., Holden, Z. A., Smith, A. M. S., Falkowski, M. J., Hudak, A. T., Morgan, P., Lewis, S. A., Gessler, P. E., & Benson, N. (2006) · International Journal of Wildland Fire · doi:10.1071/wf05097 · Cited by 979 · see citing works
The Normalized Difference Vegetation Index (NDVI): unforeseen successes in animal ecology
Pettorelli, N., Ryan, S. J., Mueller, T., Bunnefeld, N., Jędrzejewska, B., Lima, M., & Kausrud, K. (2010) · Climate Research · doi:10.3354/cr00936 · Cited by 825 · see citing works
Self-citationChallenges and Opportunities of Open Data in Ecology
Reichman, O. J., Jones, M. B., & Schildhauer, M. P. (2011) · Science · doi:10.1126/science.1197962 · Cited by 758 · see citing works
Hyperspectral discrimination of tropical rain forest tree species at leaf to crown scales
Clark, M. L., Roberts, D. A., & Clark, D. B. (2005) · Remote Sensing of Environment · doi:10.1016/j.rse.2005.03.009 · Cited by 757 · see citing works
Zhang, Q., & Seto, K. C. (2011) · Remote Sensing of Environment · doi:10.1016/j.rse.2011.04.032 · Cited by 718 · see citing works
Nagendra, H., Lucas, R., Honrado, J. P., Jongman, R. H. G., Tarantino, C., Adamo, M., & Mairota, P. (2012) · Ecological Indicators · doi:10.1016/j.ecolind.2012.09.014 · Cited by 641 · see citing works
Self-citationThe Normalized Difference Vegetation Index
Pettorelli, N. (2013) · Oxford University Press eBooks · doi:10.1093/acprof:osobl/9780199693160.001.0001 · Cited by 639 · see citing works
Self-citationMegacity Emissions and Lifetimes of Nitrogen Oxides Probed from Space
Beirle, S., Boersma, K. F., Platt, U., Lawrence, M. G., & Wagner, T. (2011) · Science · doi:10.1126/science.1207824 · Cited by 623 · see citing works
Fries, R. S. D., Hansen, M. C., Townshend, J. R. G., & Sohlberg, R. A. (1998) · International Journal of Remote Sensing · doi:10.1080/014311698214235 · Cited by 614 · see citing works
Using Imaging Spectroscopy to Study Ecosystem Processes and Properties
Ustin, S. L., Roberts, D. A., Gamon, J. A., Asner, G. P., & Green, R. O. (2004) · BioScience · doi:10.1641/0006-3568(2004)054[0523:uistse]2.0.co;2 · Cited by 583 · see citing works
Mapping ecosystem services: Practical challenges and opportunities in linking GIS and value transfer
Troy, A. R., & Wilson, M. A. (2006) · Ecological Economics · doi:10.1016/j.ecolecon.2006.04.007 · Cited by 567 · see citing works
Lefsky, M. A. (2010) · Geophysical Research Letters · doi:10.1029/2010gl043622 · Cited by 544 · see citing works
Leifer, I., Lehr, W. J., Simecek-Beatty, D., et al. (2012) · Remote Sensing of Environment · doi:10.1016/j.rse.2012.03.024 · Cited by 540 · see citing works
Supplement to An Introduction to Meteosat Second Generation (MSG)
Schmetz, J., Pili, P., Tjemkes, S., et al. (2002) · Bulletin of the American Meteorological Society · doi:10.1175/bams-83-7-schmetz-2 · Cited by 531 · see citing works
Lidar: shedding new light on habitat characterization and modeling
Vierling, K. T., Vierling, L. A., Gould, W. A., Martinuzzi, S., & Clawges, R. M. (2008) · Frontiers in Ecology and the Environment · doi:10.1890/070001 · Cited by 527 · see citing works
Monitoring urbanization in mega cities from space
Taubenböck, H., Esch, T., Felbier, A., Wiesner, M., Roth, A., & Dech, S. W. (2011) · Remote Sensing of Environment · doi:10.1016/j.rse.2011.09.015 · Cited by 467 · see citing works
Ecoinformatics: supporting ecology as a data-intensive science
Michener, W. K., & Jones, M. B. (2012) · Trends in Ecology & Evolution · doi:10.1016/j.tree.2011.11.016 · Cited by 458 · see citing works
Mapping and monitoring carbon stocks with satellite observations: a comparison of methods
Goetz, S. J., Baccini, A., Laporte, N. T., Johns, T., Walker, W., Kellndorfer, J., Houghton, R. A., & Sun, M. (2009) · Carbon Balance and Management · doi:10.1186/1750-0680-4-2 · Cited by 455 · see citing works
Image Fusion. Algorithms and Applications
(2009) · Sensor Review · doi:10.1108/sr.2009.08729cae.001 · Cited by 419 · see citing works
Measuring and modelling biodiversity from space
Gillespie, T. W., Foody, G. M., Rocchini, D., Giorgi, A. P., & Saatchi, S. S. (2008) · Progress in Physical Geography Earth and Environment · doi:10.1177/0309133308093606 · Cited by 376 · see citing works
Bergen, K. M., Goetz, S. J., Dubayah, R., Henebry, G. M., Hunsaker, C. T., Imhoff, M. L., Nelson, R., Parker, G. G., & Radeloff, V. C. (2009) · Journal of Geophysical Research Atmospheres · doi:10.1029/2008jg000883 · Cited by 352 · see citing works
Rojas, O., Vrieling, A., & Rembold, F. (2010) · Remote Sensing of Environment · doi:10.1016/j.rse.2010.09.006 · Cited by 340 · see citing works
Koch, B. (2010) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2010.09.001 · Cited by 339 · see citing works
Asner, G. P., Knapp, D., Boardman, J., Green, R. O., Kennedy-Bowdoin, T., Eastwood, M. L., Martin, R. E., Anderson, C. B., & Field, C. B. (2012) · Remote Sensing of Environment · doi:10.1016/j.rse.2012.06.012 · Cited by 327 · see citing works
Mapping forest degradation in the Eastern Amazon from SPOT 4 through spectral mixture models
Júnior, C. M. D. S. (2003) · Remote Sensing of Environment · doi:10.1016/j.rse.2002.08.002 · Cited by 294 · see citing works
Balch, W. M., Gordon, H. R., Bowler, B. C., Drapeau, D. T., & Booth, E. S. (2005) · Journal of Geophysical Research Atmospheres · doi:10.1029/2004jc002560 · Cited by 275 · see citing works
An Emperor Penguin Population Estimate: The First Global, Synoptic Survey of a Species from Space
Fretwell, P. T., Larue, M. A., Morin, P., Kooyman, G. L., Wienecke, B. C., Ratcliffe, N., Fox, A. J., Fleming, A. H., Porter, C. C., & Trathan, P. N. (2012) · PLoS ONE · doi:10.1371/journal.pone.0033751 · Cited by 274 · see citing works
Characterizing The Landscape Dynamics Of An Invasive Plant And Risk Of Invasion Using Remote Sensing
Bradley, B. A., & Mustard, J. F. (2006) · Ecological Applications · doi:10.1890/1051-0761(2006)016[1132:ctldoa]2.0.co;2 · Cited by 273 · see citing works
Satellite remote sensing, biodiversity research and conservation of the future
Pettorelli, N., Safi, K., & Turner, W. (2014) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2013.0190 · Cited by 261 · see citing works
Self-citationPengra, B. W., Johnston, C. A., & Loveland, T. R. (2006) · Remote Sensing of Environment · doi:10.1016/j.rse.2006.11.002 · Cited by 254 · see citing works
Mitchard, E. T. A., Saatchi, S. S., WHITE, L. J. T., Abernethy, K. A., Jeffery, K. J., Lewis, S. L., Collins, M., Lefsky, M. A., Leal, M. E., Woodhouse, I. H., et al. (2012) · Biogeosciences · doi:10.5194/bg-9-179-2012 · Cited by 253 · see citing works
Development of a large area biodiversity monitoring system driven by remote sensing
Duro, D. C., Coops, N. C., Wulder, M. A., & Han, T. (2007) · Progress in Physical Geography Earth and Environment · doi:10.1177/0309133307079054 · Cited by 252 · see citing works
What Does Remote Sensing Do For Ecology?
Roughgarden, J., Running, S. W., & Matson, P. A. (1991) · Ecology · doi:10.2307/1941546 · Cited by 244 · see citing works
Müller, J. C., & Brandl, R. (2009) · Journal of Applied Ecology · doi:10.1111/j.1365-2664.2009.01677.x · Cited by 227 · see citing works
Heilman, G. E., Strittholt, J. R., Slosser, N. C., & DellaSala, D. A. (2002) · BioScience · doi:10.1641/0006-3568(2002)052[0411:ffotcu]2.0.co;2 · Cited by 224 · see citing works
CANOPY DAMAGE AND RECOVERY AFTER SELECTIVE LOGGING IN AMAZONIA: FIELD AND SATELLITE STUDIES
Asner, G. P., Keller, M., Pereira, R. M., Zweede, J., & Silva, J. N. M. (2004) · Ecological Applications · doi:10.1890/01-6019 · Cited by 223 · see citing works
RECENT CHANGES IN FROST DAYS AND THE FROST-FREE SEASON IN THE UNITED STATES
Easterling, D. R. (2002) · Bulletin of the American Meteorological Society · doi:10.1175/1520-0477-83.9.1327 · Cited by 216 · see citing works
Serengeti wildebeest migratory patterns modeled from rainfall and new vegetation growth
Boone, R. B., Thirgood, S. J., & Hopcraft, J. G. C. (2006) · Ecology · doi:10.1890/0012-9658(2006)87[1987:swmpmf]2.0.co;2 · Cited by 215 · see citing works
Benefits of hyperspectral remote sensing for tracking plant invasions
He, K. S., Rocchini, D., Neteler, M., & Nagendra, H. (2011) · Diversity and Distributions · doi:10.1111/j.1472-4642.2011.00761.x · Cited by 213 · see citing works
Self-citationHyMap hyperspectral remote sensing to detect hydrocarbons
Hörig, B., Kühn, F., Oschütz, F., & Lehmann, F. (2001) · International Journal of Remote Sensing · doi:10.1080/01431160120909 · Cited by 212 · see citing works
Hyperspectral Remote Sensing of Canopy Biodiversity in Hawaiian Lowland Rainforests
Carlson, K. M., Asner, G. P., Hughes, R. F., Ostertag, R., & Martin, R. E. (2007) · Ecosystems · doi:10.1007/s10021-007-9041-z · Cited by 205 · see citing works
A complete processing chain for ship detection using optical satellite imagery
Corbane, C., Najman, L. A., Pecoul, E., Demagistri, L., & Petit, M. (2010) · International Journal of Remote Sensing · doi:10.1080/01431161.2010.512310 · Cited by 197 · see citing works
High resolution satellite imagery for tropical biodiversity studies: the devil is in the detail
Nagendra, H., & Rocchini, D. (2008) · Biodiversity and Conservation · doi:10.1007/s10531-008-9479-0 · Cited by 188 · see citing works
Self-citationA Temporal Decorrelation Model for Polarimetric Radar Interferometers
Lavalle, M., Simard, M., & Hensley, S. (2011) · IEEE Transactions on Geoscience and Remote Sensing · doi:10.1109/tgrs.2011.2174367 · Cited by 179 · see citing works
Remote Sensing for Ecology and Conservation
Horning, N., Robinson, J. A., Sterling, E. J., et al. (2010) · Oxford University Press eBooks · doi:10.1093/oso/9780199219940.001.0001 · Cited by 173 · see citing works
Adam, E. M. I., & Mutanga, O. (2009) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2009.04.004 · Cited by 173 · see citing works
Prince, S. D., Becker‐Reshef, I., & Rishmawi, K. (2009) · Remote Sensing of Environment · doi:10.1016/j.rse.2009.01.016 · Cited by 170 · see citing works
Penguins from space: faecal stains reveal the location of emperor penguin colonies
Fretwell, P. T., & Trathan, P. N. (2009) · Global Ecology and Biogeography · doi:10.1111/j.1466-8238.2009.00467.x · Cited by 154 · see citing works
Dodge, S., Bohrer, G., Bildstein, K. L., et al. (2014) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2013.0195 · Cited by 151 · see citing works
Cho, M. A., Debba, P., Mathieu, R., Naidoo, L., van Aardt, J., & Asner, G. P. (2010) · IEEE Transactions on Geoscience and Remote Sensing · doi:10.1109/tgrs.2010.2058579 · Cited by 149 · see citing works
Mapping insect defoliation in Scots pine with MODIS time-series data
Eklundh, L., Thomas, J., & Solberg, S. (2009) · Remote Sensing of Environment · doi:10.1016/j.rse.2009.03.008 · Cited by 149 · see citing works
Habitat fragmentation and the desiccation of forest canopies: A case study from eastern Amazonia
Briant, G., Gond, V., & Laurance, S. G. W. (2010) · Biological Conservation · doi:10.1016/j.biocon.2010.07.024 · Cited by 145 · see citing works
Whales from Space: Counting Southern Right Whales by Satellite
Fretwell, P. T., Staniland, I. J., & Forcada, J. (2014) · PLoS ONE · doi:10.1371/journal.pone.0088655 · Cited by 144 · see citing works
Lion hunting behaviour and vegetation structure in an African savanna
Loarie, S. R., Tambling, C. J., & Asner, G. P. (2013) · Animal Behaviour · doi:10.1016/j.anbehav.2013.01.018 · Cited by 123 · see citing works
Automatic identification of bird targets with radar via patterns produced by wing flapping
Zaugg, S. A., Saporta, G., van Loon, E. E., Schmaljohann, H., & Liechti, F. (2008) · Journal of The Royal Society Interface · doi:10.1098/rsif.2007.1349 · Cited by 115 · see citing works
The application of remote sensing for marine protected area management
Kachelriess, D., Wegmann, M., Gollock, M. J., & Pettorelli, N. (2013) · Ecological Indicators · doi:10.1016/j.ecolind.2013.07.003 · Cited by 114 · see citing works
Self-citationAccounting for risk in valuing forest carbon offsets
Hurteau, M. D., Hungate, B. A., & Koch, G. W. (2009) · Carbon Balance and Management · doi:10.1186/1750-0680-4-1 · Cited by 114 · see citing works
APPLICATION OF 1-M AND 4-M RESOLUTION SATELLITE DATA TO ECOLOGICAL STUDIES OF TROPICAL RAIN FORESTS
Clark, D. B., Read, J. M., Clark, M. L., Cruz, A. M., Dotti, M. F., & Clark, D. A. (2004) · Ecological Applications · doi:10.1890/02-5120 · Cited by 111 · see citing works
Klemas, V. (2010) · Journal of Coastal Research · doi:10.2112/10a-00012.1 · Cited by 105 · see citing works
Integrating Meteorology into Research on Migration
Shamoun-Baranes, J. Z., Bouten, W., & van Loon, E. E. (2010) · Integrative and Comparative Biology · doi:10.1093/icb/icq011 · Cited by 102 · see citing works
Hoque, R., Nakayama, D., Matsuyama, H., et al. (2010) · Natural Hazards · doi:10.1007/s11069-010-9638-y · Cited by 94 · see citing works
Use of NOAA-AVHRR NDVI images for the estimation of dynamic fire risk in Mediterranean areas
Maselli, F. (2003) · Remote Sensing of Environment · doi:10.1016/s0034-4257(03)00099-3 · Cited by 93 · see citing works
Global Forest Monitoring from Earth Observation
Achard, F., & Hansen, M. C. (2016) · CRC Press eBooks · doi:10.1201/b13040 · Cited by 91 · see citing works
Soil moisture limitations on monitoring boreal forest regrowth using spaceborne L-band SAR data
Kasischke, E. S., Tanase, M. A., Bourgeau-Chavez, L. L., et al. (2010) · Remote Sensing of Environment · doi:10.1016/j.rse.2010.08.022 · Cited by 87 · see citing works
Pettorelli, N., Chauvenet, A. L. M., Duffy, J. P., Cornforth, W. A., Meillère, A., & BAILLIE, J. E. M. (2012) · Ecological Indicators · doi:10.1016/j.ecolind.2012.02.014 · Cited by 86 · see citing works
Self-citationLet the four freedoms paradigm apply to ecology
Rocchini, D., & Neteler, M. (2012) · Trends in Ecology & Evolution · doi:10.1016/j.tree.2012.03.009 · Cited by 85 · see citing works
Broadleaf species recognition with in situ hyperspectral data
Pu, R. (2009) · International Journal of Remote Sensing · doi:10.1080/01431160802555820 · Cited by 84 · see citing works
Cornforth, W. A., Fatoyinbo, T., Freemantle, T., et al. (2013) · Remote Sensing · doi:10.3390/rs5010224 · Cited by 81 · see citing works
Gas flaring monitoring from space using the ATSR instrument series
Casadio, S., Arinò, O., & Serpe, D. (2011) · Remote Sensing of Environment · doi:10.1016/j.rse.2010.11.022 · Cited by 77 · see citing works
Mapping Migratory Bird Prevalence Using Remote Sensing Data Fusion
Swatantran, A., Dubayah, R., Goetz, S. J., Hofton, M. A., Betts, M. G., Sun, M., Simard, M., & Holmes, R. T. (2012) · PLoS ONE · doi:10.1371/journal.pone.0028922 · Cited by 70 · see citing works
Dierssen, H. M., Zimmerman, R., Drake, L., & Burdige, D. J. (2010) · Marine Ecology Progress Series · doi:10.3354/meps08665 · Cited by 65 · see citing works
Fuller, D. O. (2005) · International Journal of Remote Sensing · doi:10.1080/01430060512331314119 · Cited by 64 · see citing works
Space-based measurements of air quality during the World Expo 2010 in Shanghai
Hao, N., Valks, P., Loyola, D., Cheng, Y., & Zimmer, W. (2011) · Environmental Research Letters · doi:10.1088/1748-9326/6/4/044004 · Cited by 61 · see citing works
Quantifying animal phenology in the aerosphere at a continental scale using NEXRAD weather radars
Kelly, J. F., Shipley, J. R., Chilson, P. B., et al. (2012) · Ecosphere · doi:10.1890/es11-00257.1 · Cited by 60 · see citing works
Nagendra, H., Rocchini, D., & Ghate, R. (2010) · Biological Conservation · doi:10.1016/j.biocon.2010.04.050 · Cited by 55 · see citing works
Self-citationÁlvarez-Berríos, N. L., Parés-Ramos, I. K., & Aide, T. M. (2012) · AMBIO · doi:10.1007/s13280-012-0344-8 · Cited by 52 · see citing works
Remote sensing of protected areas to derive baseline vegetation functioning characteristics
Garbulsky, M. F., & Paruelo, J. M. (2004) · Journal of Vegetation Science · doi:10.1658/1100-9233(2004)015[0711:rsopat]2.0.co;2 · Cited by 50 · see citing works
Remote sensing of protected areas to derive baseline vegetation functioning characteristics
Garbulsky, M. F., & Paruelo, J. M. (2004) · Journal of Vegetation Science · doi:10.1111/j.1654-1103.2004.tb02313.x · Cited by 50 · see citing works
Exploratory spatial data analysis of global MODIS active fire data
Oom, D., & Pereira, J. M. C. (2012) · International Journal of Applied Earth Observation and Geoinformation · doi:10.1016/j.jag.2012.07.018 · Cited by 48 · see citing works
Biodiversity Monitoring and Conservation
(2013) · Wiley eBooks · doi:10.1002/9781118490747 · Cited by 48 · see citing works
Collen, B., Pettorelli, N., BAILLIE, J. E. M., & Durant, S. M. (2013) · doi:10.1002/9781118490747.ch1 · Cited by 47 · see citing works
Self-citationRadar aeroecology: exploring the movements of aerial fauna through radio-wave remote sensing
Chilson, P. B., Bridge, E. S., Frick, W. F., et al. (2012) · Biology Letters · doi:10.1098/rsbl.2012.0384 · Cited by 42 · see citing works
Oil in the Sahara: mapping anthropogenic threats to Saharan biodiversity from space
Duncan, C., Kretz, D., Wegmann, M., Rabeil, T., & Pettorelli, N. (2014) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2013.0191 · Cited by 37 · see citing works
Self-citationThe Color of the Coastal Ocean and Applications in the Solution of Research and Management Problems
Muller-Karger, F. E., Hu, C., Andréfouët, S., Varela, R., & Thunell, R. C. (2007) · Remote sensing and digital image processing · doi:10.1007/978-1-4020-3100-7_5 · Cited by 32 · see citing works
Satellites: Make data freely accessible
Turner, W. (2013) · Nature · doi:10.1038/498037c · Cited by 32 · see citing works
Self-citationGaronna, I., Fazey, I., Brown, M. E., et al. (2009) · Environmental Conservation · doi:10.1017/s0376892909990208 · Cited by 29 · see citing works
The Earth Observation Handbook
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Self-citation
- Authors
- Pettorelli, N., Laurance, W. F., O'Brien, T. G., Wegmann, M., Nagendra, H., & Turner, W.
- Affiliations
- Zoological Society of London (GB)
- James Cook University (AU)
- Wildlife Conservation Society Mpala Research Centre PO Box 555 Nanyuki 10400 Kenya
- University of Würzburg (DE)
- Azim Premji University (IN)
- National Aeronautics and Space Administration (US)
- Corresponding author
- Pettorelli, Nathalie
- Venue
- Journal of Applied Ecology
- Publisher
- Wiley
- Published
- 2014-05-06
- Volume
- 51
- Issue
- 4
- Pages
- 839-848
- ISSN
- 0021-8901 (ISSN-L)
- 1365-2664
- OpenAlex
- W2170244367
- Cited by
- 707
- References
- 111
- Citations by year
- 2026: 101 · 2025: 98 · 2024: 85 · 2023: 69 · 2022: 48 · 2021: 49 · 2020: 37 · 2019: 57 · 2018: 48 · 2017: 49 · 2016: 26 · 2015: 29 · 2014: 10 · 2013: 1
- FWCI
- 32.95
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Applied Ecology (publishedVersion)
- ResearchOnline at James Cook University (James Cook University) (submittedVersion)
- elib (German Aerospace Center) (submittedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Topics
- Physical Sciences › Environmental Science › Ecology › Remote Sensing in Agriculture
- Physical Sciences › Earth and Planetary Sciences › Atmospheric Science › Remote Sensing and Land Use
- Physical Sciences › Environmental Science › Global and Planetary Change › Land Use and Ecosystem Services
- Keywords
- satellite remote sensing, biodiversity monitoring, biodiversity indicators, global change, habitat loss, invasive species, climate change, ecosystem services, natural resource management, spatio-temporal change detection
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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