The DOI matches its Crossref record; 72 of the 77 references it cites were found in a registry or an index.
Landsat-based approaches for mapping of land degradation prevalence and soil functional properties in Ethiopia
Abstract
Agriculture is the basis of the Ethiopian economy, accounting for the majority of its employment and export earnings. Land degradation is, however, widespread and improved targeting of land management interventions is needed, taking into account the variability of soil properties that affect agricultural productivity and land degradation risk across landscapes. In the current study we demonstrate the utility of Landsat ETM+imagery for landscape-level assessments of land degradation risk and soil condition through a combination of systematic field methodologies, infrared (IR) spectroscopy and ensemble modeling techniques. The approaches presented allow for the development of maps at spatial scales that are appropriate for making spatially explicit management recommendations. Field data and soil samples collected from 38 sites, each 100km2, were used to develop predictive models that were applied as part of a case study to an independent dataset from four sites in Ethiopia. The predictions based on Landsat reflectance were robust, with R-squared values of 0.86 for pH and 0.79 for soil organic carbon (SOC), and were used to create predicted surfaces (maps) for these soil properties. Further, models were developed for the mapping of the occurrence of soil erosion and root depth restrictions within 50cm of the soil surface (RDR50), with an accuracy of about 80% for both variables. The maps generated from these models were used to assess the spatial distribution of soil pH and SOC, which are important indicators of soil condition, and land degradation risk factors in order to target relevant management options.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Recently developed sensor-based approaches show promise to expand soil quality assessment to the landscape level.
“Recently developed sensor-based approaches show promise to expand soil quality assessment to the landscape level (e.g. Vågen et al., 2013).”
From Soil quality – A critical review (2018) · cites this paper as Vågen et al., 2013
Citations
Cites
Breiman, L. (2001) · Machine Learning · doi:10.1023/a:1010933404324 · Cited by 133,538
Hierarchical Linear Models: Applications and Data Analysis Methods.
Longford, N. T., Bryk, A. S., & Raudenbush, S. W. (1993) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2075823 · Cited by 18,773
Hierarchical Linear Models: Applications and Data Analysis Methods
Davidian, M. (2003) · Journal of the American Statistical Association · doi:10.1198/jasa.2003.s288 · Cited by 13,820
Updated world map of the Köppen-Geiger climate classification
(2007) · doi:10.5194/hess-11-1633-2007 · Cited by 13,640
World map of the Köppen-Geiger climate classification updated
Kottek, M., Grieser, J., Beck, C., Rudolf, B., & Rubel, F. (2006) · Meteorologische Zeitschrift · doi:10.1127/0941-2948/2006/0130 · Cited by 11,456
Encyclopedia of Analytical Chemistry
Grochocki, W., Markuszewski, M., & Quirino, J. P. (2006) · Wiley eBooks · doi:10.1002/9780470027318 · Cited by 7,503
Friedman, J. H. (2002) · Computational Statistics & Data Analysis · doi:10.1016/s0167-9473(01)00065-2 · Cited by 7,067
A review of methods for the assessment of prediction errors in conservation presence/absence models
FIELDING, A. H., & BELL, J. F. (1997) · Environmental Conservation · doi:10.1017/s0376892997000088 · Cited by 6,956
Random forests for classification in ecology
Cutler, D. R., Edwards, T. C., Beard, K. H., Cutler, A., Hess, K. T., Gibson, J., & Lawler, J. J. (2007) · Ecology · doi:10.1890/07-0539.1 · Cited by 4,950
Random Forest: A Classification and Regression Tool for Compound Classification and QSAR Modeling
Svetnik, V., Liaw, A. I., Tong, C., Culberson, J. C., Sheridan, R. P., & Feuston, B. P. (2003) · Journal of Chemical Information and Computer Sciences · doi:10.1021/ci034160g · Cited by 3,613
Variable selection using random forests
Genuer, R., Poggi, J.-M., & Tuleau-Malot, C. (2010) · Pattern Recognition Letters · doi:10.1016/j.patrec.2010.03.014 · Cited by 2,619
Feature selection for high-dimensional data: a fast correlation-based filter solution
Yu, L., & Liu, H. (2003) · Cited by 2,305
Prasad, A. M., Iverson, L. R., & Liaw, A. (2006) · Ecosystems · doi:10.1007/s10021-005-0054-1 · Cited by 1,987
Near‐Infrared Reflectance Spectroscopy–Principal Components Regression Analyses of Soil Properties
Chang, C.-W., Laird, D. A., Mausbach, M. J., & Hurburgh, C. R. (2001) · Soil Science Society of America Journal · doi:10.2136/sssaj2001.652480x · Cited by 1,934
Image-Based Atmospheric Corrections - Revisited and Improved
Chavez, P. S. (1996) · Photogrammetric Engineering & Remote Sensing · Cited by 1,889
Development of Reflectance Spectral Libraries for Characterization of Soil Properties
Shepherd, K. D., & Walsh, M. (2002) · Soil Science Society of America Journal · doi:10.2136/sssaj2002.9880 · Cited by 1,032
Near‐Infrared Spectroscopy in Food Analysis
Osborne, B. G. (2000) · Wiley eBooks · doi:10.1002/9780470027318.a1018 · Cited by 986
Near‐Infrared Analysis as a Rapid Method to Simultaneously Evaluate Several Soil Properties
Ben‐Dor, E., & Banin, A. (1995) · Soil Science Society of America Journal · doi:10.2136/sssaj1995.03615995005900020014x · Cited by 831
Grimm, R., Behrens, T., Maerker, M., & Elsenbeer, H. (2008) · Geoderma · doi:10.1016/j.geoderma.2008.05.008 · Cited by 738
Behnke, R. H., Scoones, I., & Kerven, C. (1994) · VTechWorks (Virginia Tech) · Cited by 641
Foley, W. J., McIlwee, A., Lawler, I. R., Aragones, L., Woolnough, A. P., & Berding, N. (1998) · Oecologia · doi:10.1007/s004420050591 · Cited by 536
Land Degradation: A Challenge to Ethiopia
Taddese, G. (2001) · Environmental Management · doi:10.1007/s002670010190 · Cited by 485
Degradation and Conservation of the Resources in the Ethiopian Highlands
Hurni, H. (1988) · Mountain Research and Development · doi:10.2307/3673438 · Cited by 474
Mid-Infrared and Near-Infrared Diffuse Reflectance Spectroscopy for Soil Carbon Measurement
McCarty, G. W., Reeves, J. B., Reeves, V. B., Follett, R. F., & Kimble, J. M. (2002) · Soil Science Society of America Journal · doi:10.2136/sssaj2002.6400a · Cited by 462
Geophysical Research Abstracts
Wahl, N. A., & Kofoed, J. P. (2006) · European geosciences union general assembly · Cited by 356
Land degradation, famine, and land resource scenarios in Ethiopia
Hurni, H. (1993) · Cambridge University Press eBooks · doi:10.1017/cbo9780511735394.004 · Cited by 346
Land Cover Changes Between 1958 and 1986 in Kalu District, Southern Wello, Ethiopia
Tekle, K., & Hedlund, L. (2000) · Mountain Research and Development · doi:10.1659/0276-4741(2000)020[0042:lccbai]2.0.co;2 · Cited by 267
Deforestation and Land Degredation in the Ethiopian Highlands: A Strategy for Physical Recovery
Bishaw, B. (2001) · Northeast African Studies · doi:10.1353/nas.2005.0014 · Cited by 233
Tinker, A. A. K. (2013) · World Bank discussion papers · doi:10.1596/r11 · Cited by 226
Runoff on slopes with restoring vegetation: A case study from the Tigray highlands, Ethiopia
Descheemaeker, K., Nyssen, J., Poesen, J., Raes, D., Haile, M. T., Muys, B., & Deckers, S. (2006) · Journal of Hydrology · doi:10.1016/j.jhydrol.2006.05.015 · Cited by 223
Pastoralism Under Pressure: Tracking System Change in Southern Ethiopia
Desta, S., & Coppock, D. (2004) · Human Ecology · doi:10.1023/b:huec.0000043516.56037.6b · Cited by 221
Terhoeven‐Urselmans, T., Vågen, T., Spaargaren, O. C., & Shepherd, K. D. (2010) · Soil Science Society of America Journal · doi:10.2136/sssaj2009.0218 · Cited by 196
Self-citationRUSLE Model Description and Database Sensitivity
Renard, K. G., & Ferreira, V. A. (1993) · Journal of Environmental Quality · doi:10.2134/jeq1993.00472425002200030009x · Cited by 171
Nyssen, J., Poesen, J., Moeyersons, J., Haile, M. T., & Deckers, J. (2007) · Earth Surface Processes and Landforms · doi:10.1002/esp.1569 · Cited by 167
Adaptive Cluster Sampling: Designs with Primary and Secondary Units
Thompson, S. K. (1991) · Biometrics · doi:10.2307/2532662 · Cited by 165
Population Pressure and Land Degradation: The Case of Ethiopia
Grepperud, S. (1996) · Journal of Environmental Economics and Management · doi:10.1006/jeem.1996.0002 · Cited by 157
Land quality indicators of sustainable land management across scales
Bouma, J. (2002) · Agriculture Ecosystems & Environment · doi:10.1016/s0167-8809(01)00248-1 · Cited by 153
Vågen, T., Shepherd, K. D., & Walsh, M. (2005) · Geoderma · doi:10.1016/j.geoderma.2005.07.014 · Cited by 127
Self-citationLand under pressure: soil conservation concerns and opportunities for Ethiopia
Sonneveld, B. G. J. S., & Keyzer, M. A. (2002) · Land Degradation and Development · doi:10.1002/ldr.503 · Cited by 118
Mapping Complex Patterns of Erosion and Stability in Dry Mediterranean Ecosystems
Hill, J. (2000) · Remote Sensing of Environment · doi:10.1016/s0034-4257(00)00146-2 · Cited by 117
Agroforestry, the future of global land use
(2013) · Choice Reviews Online · doi:10.5860/choice.50-6172 · Cited by 111
de Jong, S. M. (1994) · Koninklijk Nederlands Aardrijkskundig Genootschap : Faculteit Ruimtelijke Wetenschappen Universiteit Utrecht eBooks · Cited by 110
Standard errors for bagged and random forest estimators
Sexton, J., & Laake, P. (2008) · Computational Statistics & Data Analysis · doi:10.1016/j.csda.2008.08.007 · Cited by 102
Rethinking Research on Land Degradation in Developing Countries
Biot, Y., Blaikie, P. M., Jackson, C., & Palmer‐Jones, R. (1995) · World Bank discussion papers · doi:10.1596/0-8213-3329-1 · Cited by 98
Odlare, M., Svensson, K., & Pell, M. (2004) · Geoderma · doi:10.1016/j.geoderma.2004.09.013 · Cited by 92
Application of a spatial decision support system (SDSS) to reduce soil erosion in northern Ethiopia
Dragan, M., Feoli, E., Fernetti, M., & Woldu, Z. (2003) · Environmental Modelling & Software · doi:10.1016/s1364-8152(03)00104-x · Cited by 70
World soil erosion and conservation
Wild, A. (1994) · Agriculture Ecosystems & Environment · doi:10.1016/0167-8809(94)90089-2 · Cited by 70
Daba, S. (2002) · Land Degradation and Development · doi:10.1002/ldr.520 · Cited by 61
Coppock, D. L. (1993) · Digital Commons - USU (Utah State University) · Cited by 59
Regression Analysis of Data from a Cluster Sample
Pfeffermann, D., & Nathan, G. (1981) · Journal of the American Statistical Association · doi:10.1080/01621459.1981.10477704 · Cited by 57
Smith, S. J., Williams, J. R., Menzel, R. G., & Coleman, G. A. (1984) · Journal of Range Management · doi:10.2307/3898697 · Cited by 55
Rethinking research on land degradation in developing countries. World Bank discussion papers
Biot, Y., Blaikie, P. M., Jackson, C., et al. (1995) · OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) · Cited by 48
(2012) · InTech eBooks · doi:10.5772/2670 · Cited by 44
Salama, R. B. (1995) · Geomorphology · doi:10.1016/0169-555x(95)90022-l · Cited by 41
Distinguishing vegetation from soil background information. [by gray mapping of Landsat MSS data
Richardson, A. J., & Wiegand, C. L. (1977) · NASA Technical Reports Server (NASA) · Cited by 38
SOIL QUALITY AND ITS RELATIONSHIP TO PEDOLOGY
Norfleet, M. L., Ditzler, C. A., Puckett, W. E., Grossman, R. B., & Shaw, J. N. (2003) · Soil Science · doi:10.1097/01.ss.0000058887.60072.07 · Cited by 37
Land Health Surveillance: Mapping Soil Carbon in Kenyan Rangelands
Vågen, T., Davey, F. A., & Shepherd, K. D. (2012) · Advances in agroforestry · doi:10.1007/978-94-007-4676-3_22 · Cited by 31
Self-citationOn the Theory of Electrostatic Interactions in Suspensions of Charged Colloids
Mulder, W. H. (2010) · Soil Science Society of America Journal · doi:10.2136/sssaj2009.0224 · Cited by 24
Pinet, P., Kaufmann, C., & Hill, J. (2006) · Comptes Rendus Géoscience · doi:10.1016/j.crte.2006.09.012 · Cited by 22
Stolbovoi, V. (1998) · IIASA PURE (International Institute of Applied Systems Analysis) · Cited by 21
Detecting Soil Information on a Native Prairie Using Landsat TM and SPOT Satellite Data
Su, H., Ransom, M. D., & Kanemasu, E. T. (1989) · Soil Science Society of America Journal · doi:10.2136/sssaj1989.03615995005300050030x · Cited by 19
Mapping Topsoil Organic Carbon in Non-agricultural Semi-arid and Arid Ecosystems of Israel
Jarmer, T., Hill, J., Lavée, H., & Sarah, P. (2010) · Photogrammetric Engineering & Remote Sensing · doi:10.14358/pers.76.1.85 · Cited by 17
Coppock, D. L. (1993) · CGSPace A Repository of Agricultural Research Outputs (Consultative Group for International Agricultural Research) · Cited by 14
Dynamic ensemble approach for estimating organic carbon using computational intelligence
Spencer, M. J., Whitfort, T., McCullagh, J., & Bui, E. N. (2006) · Cited by 8
Mapping Soil Salinization of Agricultural Coastal Areas in Southeast Spain
Pastor, I. M., Encarni, I., Navarro-Pedreño, J., & Gmez, I. (2012) · InTech eBooks · doi:10.5772/36805 · Cited by 7
Effect of fire on plant communities and soils in the humid tropical savannah of Gambela, Ethiopia
Woube, M. (1998) · Land Degradation and Development · doi:10.1002/(sici)1099-145x(199805/06)9:3 · Cited by 6
Ethnnobotany and the economic role of selected plant species in Gambela, Ethiopia
Mengistu, W. (1995) · Journal of Ethiopian studies · Cited by 6
Mapping soil drainage classes of Amik Plain using Landsat images
Kılıç, Ş. (2009) · African Journal of Agricultural Research · doi:10.5897/ajar.9000482 · Cited by 5
Characterization of some soils of Jijiga plain, Ethiopia
Badel, M., & Mishra, B. B. (2007) · Journal of Food Agriculture & Environment · Cited by 2
Building a foundation for soil condition assessment
Baldock, J., Grundy, M. J., Webb, M. J., Wong, M. T. F., Griffin, T., & Broos, K. (2009) · CSIRO · doi:10.25919/5c65acb82caf5 · Cited by 2
Monastersky, R. (1989) · Science News · doi:10.2307/3974126 · Cited by 1
(2002)
Flagged first, then by citations
5 of the 77 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- Wischmeier, 1962, Soil-loss estimation as a tool in soil and water management planning, International Association of Scientific Hydrology Publication, 59, 148
Cited by
Sorted by citations
Soil quality – A critical review
Bünemann, E. K., Bongiorno, G., Bai, Z., Creamer, R. E., De Deyn, G., de Goede, R., Fleskens, L., Geissen, V., Kuyper, T. W., Mäder, P., et al. (2018) · Soil Biology and Biochemistry · doi:10.1016/j.soilbio.2018.01.030 · Cited by 2,960
Were, K., Bui, D. T., Dick, Ø. B., & Singh, B. R. (2015) · Ecological Indicators · doi:10.1016/j.ecolind.2014.12.028 · Cited by 812
Mapping of soil properties and land degradation risk in Africa using MODIS reflectance
Vågen, T., Winowiecki, L. A., Tondoh, J. E., Tamene, L. D., & Gumbricht, T. (2015) · Geoderma · doi:10.1016/j.geoderma.2015.06.023 · Cited by 228
Self-citationTotal soil organic carbon and carbon sequestration potential in Nigeria
Akpa, S., Odeh, I., Bishop, T. F. A., Hartemink, A. E., & Amapu, I. Y. (2016) · Geoderma · doi:10.1016/j.geoderma.2016.02.021 · Cited by 214
Spatial prediction of soil organic carbon using machine learning techniques in western Iran
Mahmoudzadeh, H., Matinfar, H. R., Taghizadeh‐Mehrjardi, R., & Kerry, R. (2020) · Geoderma Regional · doi:10.1016/j.geodrs.2020.e00260 · Cited by 184
Dharumarajan, S., Hegde, R., & Singh, S. K. (2017) · Geoderma Regional · doi:10.1016/j.geodrs.2017.07.005 · Cited by 178
Aksoy, S., Yıldırım, A., Gorji, T., Hamzehpour, N., Tanık, A., & Sertel, E. (2021) · Advances in Space Research · doi:10.1016/j.asr.2021.10.024 · Cited by 122
Continental-scale controls on soil organic carbon across sub-Saharan Africa
von Fromm, S. F., Hoyt, A. M., Acquah, G., Aynekulu, E., Berhe, A. A., Haefele, S. M., Lange, M., McGrath, S. P., Shepherd, K. D., Sila, A., et al. (2021) · SOIL · doi:10.5194/soil-7-305-2021 · Cited by 106
Self-citationAdugna, A., & Abegaz, A. (2016) · SOIL · doi:10.5194/soil-2-63-2016 · Cited by 98
Self-citationSoil organic carbon in peninsular Spain: Influence of environmental factors and spatial distribution
de Anta, R. M. C., Luís, E., Febrero–Bande, M., Galiñanes, J. M., Macı́as, F., Ortiz, R., & Casas, F. A. R. (2020) · Geoderma · doi:10.1016/j.geoderma.2020.114365 · Cited by 94
Effects of land cover on ecosystem services in Tanzania: A spatial assessment of soil organic carbon
Winowiecki, L., Vågen, T.-G., & Huising, J. (2016) · Geoderma · doi:10.1016/j.geoderma.2015.03.010 · Cited by 92
Self-citationLinking land use changes to variation in soil properties in a Mediterranean mountain agroecosystem
Lizaga, I., Quijano, L., Gaspar, L., Ramos, M. C., & Navas, A. (2018) · CATENA · doi:10.1016/j.catena.2018.09.019 · Cited by 84
Drivers of farmer-managed natural regeneration in the Sahel. Lessons for restoration
Lohbeck, M., Albers, P., Boels, L. E., Bongers, F., Morel, S., Sinclair, F., Takoutsing, B., Vagen, T., Winowiecki, L., & Smith-Dumont, E. (2020) · Scientific Reports · doi:10.1038/s41598-020-70746-z · Cited by 63
Self-citationAbegaz, A., Winowiecki, L. A., Vågen, T., Langan, S., & Smith, J. (2015) · Agriculture Ecosystems & Environment · doi:10.1016/j.agee.2015.11.019 · Cited by 79
Self-citationTowett, E. K., Shepherd, K. D., Tondoh, J. E., Winowiecki, L. A., Tamene, L. D., Nyambura, M., Sila, A., Vågen, T., & Cadisch, G. (2015) · Geoderma Regional · doi:10.1016/j.geodrs.2015.06.002 · Cited by 74
Self-citationWinowiecki, L. A., Vågen, T., Massawe, B. H. J., Jelinski, N. A., Lyamchai, C., Sayula, G., & Msoka, E. M. (2015) · Nutrient Cycling in Agroecosystems · doi:10.1007/s10705-015-9750-1 · Cited by 71
Self-citationEnhanced biomass prediction by assimilating satellite data into a crop growth model
Machwitz, M., Giustarini, L., Bossung, C., Frantz, D., Schlerf, M., Lilienthal, H., Wandera, L., Matgen, P., Hoffmann, L., & Udelhoven, T. (2014) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2014.08.010 · Cited by 69
Predicting soil organic carbon content in Spain by combining Landsat TM and ALOS PALSAR images
Wang, X., Zhang, Y., Atkinson, P. M., & Yao, H. (2020) · International Journal of Applied Earth Observation and Geoinformation · doi:10.1016/j.jag.2020.102182 · Cited by 65
Satdichanh, M., Ma, H., Yan, K., Dossa, G. G. O., Winowiecki, L. A., Vågen, T., Gassner, A., Xu, J., & Harrison, R. D. (2018) · Journal of Ecology · doi:10.1111/1365-2745.13112 · Cited by 59
Self-citationEarly Identification of Land Degradation Hotspots in Complex Bio-Geographic Regions
Lanfredi, M., Coppola, R., SIMONIELLO, T., Coluzzi, R., D’Emilio, M., Imbrenda, V., & Macchiato, M. F. (2015) · Remote Sensing · doi:10.3390/rs70608154 · Cited by 56
Drivers of soil organic carbon stock during tropical forest succession
Satdichanh, M., Dossa, G. G. O., Yan, K., Tomlinson, K. W., Barton, K. E., Crow, S. E., Winowiecki, L. A., Vågen, T., Xu, J., & Harrison, R. D. (2023) · Journal of Ecology · doi:10.1111/1365-2745.14141 · Cited by 57
Self-citationAbera, W., Assen, M. M., & Budds, J. (2020) · Land Use Policy · doi:10.1016/j.landusepol.2020.104841 · Cited by 53
Vågen, T., & Winowiecki, L. A. (2019) · Remote Sensing · doi:10.3390/rs11151800 · Cited by 51
Self-citationYüzügüllü, O., Fajraoui, N., Don, A., & Liebisch, F. (2024) · Science of Remote Sensing · doi:10.1016/j.srs.2024.100118 · Cited by 47
Lohbeck, M., Winowiecki, L. A., Aynekulu, E., Okia, C. A., & Vågen, T. (2017) · Journal of Applied Ecology · doi:10.1111/1365-2664.13017 · Cited by 47
Self-citationOkolo, C. C., Gebresamuel, G., Retta, A. N., Zenebe, A., & Haile, M. T. (2019) · Bulletin of the National Research Centre/Bulletin of the National Research Center · doi:10.1186/s42269-019-0120-z · Cited by 45
Screening sweetpotato genotypes for tolerance to drought stress
Kivuva, B. M., Githiri, S. M., Yencho, G. C., & Sibiya, J. (2014) · Field Crops Research · doi:10.1016/j.fcr.2014.10.018 · Cited by 41
Adugna, A., & Abegaz, A. (2015) · doi:10.5194/sed-7-2011-2015 · Cited by 41
Self-citationPrediction of Soil Organic Carbon for Ethiopian Highlands Using Soil Spectroscopy
Amare, T., Hergarten, C., Hurni, H., Wolfgramm, B., Yitaferu, B., & Selassie, Y. G. (2013) · ISRN Soil Science · doi:10.1155/2013/720589 · Cited by 40
Graham, S. I., Kinnaird, M. F., O’Brien, T. G., Vågen, T., Winowiecki, L. A., Young, T. P., & Young, H. S. (2019) · Ecological Applications · doi:10.1002/eap.1973 · Cited by 42
Self-citationRemote Sensing and GIS in Mapping and Monitoring of Land Degradation
Reddy, G. P. O., Kumar, N., & Singh, S. K. (2018) · Geotechnologies and the environment · doi:10.1007/978-3-319-78711-4_20 · Cited by 37
Mapping numerically classified soil taxa in Kilombero Valley, Tanzania using machine learning
Massawe, B. H. J., Subburayalu, S. K., Kaaya, A. K., Winowiecki, L. A., & Slater, B. K. (2016) · Geoderma · doi:10.1016/j.geoderma.2016.11.020 · Cited by 34
Self-citationLand Degradation Processes of Silabati River Basin, West Bengal, India: A Physical Perspective
Mahala, A. (2019) · Advances in Science, Technology & Innovation/Advances in science, technology & innovation · doi:10.1007/978-3-030-23243-6_16 · Cited by 33
Sahabiev, I., Smirnova, E. V., & Giniyatullin, K. G. (2021) · Agronomy · doi:10.3390/agronomy11112266 · Cited by 33
Kahsay, A., Haile, M. T., Gebresamuel, G., & Mohammed, M. (2018) · Modeling Earth Systems and Environment · doi:10.1007/s40808-018-0499-9 · Cited by 32
Were, K., Singh, B. R., & Dick, Ø. B. (2016) · Journal of Geographical Sciences · doi:10.1007/s11442-016-1257-4 · Cited by 31
Knowledge coproduction improves understanding of environmental change in the Ethiopian highlands
Steger, C., Nigussie, G., Alonzo, M., Warkineh, B., Hoek, J. V. D., Fekadu, M., Evangelista, P., & Klein, J. A. (2020) · Ecology and Society · doi:10.5751/es-11325-250202 · Cited by 30
Tilahun, E., Haile, M. T., Gebresamuel, G., & Zeleke, G. (2021) · Geoderma · doi:10.1016/j.geoderma.2021.115506 · Cited by 30
Sepuru, T. K., & Dube, T. J. (2018) · International Journal of Applied Earth Observation and Geoinformation · doi:10.1016/j.jag.2018.02.020 · Cited by 29
Controls on timescales of soil organic carbon persistence across sub‐Saharan Africa
von Fromm, S. F., Döetterl, S., Butler, B. M., Aynekulu, E., Berhe, A. A., Haefele, S. M., McGrath, S. P., Shepherd, K. D., Six, J., Tamene, L. D., et al. (2023) · Global Change Biology · doi:10.1111/gcb.17089 · Cited by 27
Self-citationRen, Y., Li, X., Mao, D., Wang, Z., Jia, M., & Chen, L. (2020) · Sustainability · doi:10.3390/su12030932 · Cited by 27
Takoutsing, B., Martín, J. A. R., Weber, J. C., Shepherd, K. D., Sila, A., & Tondoh, J. E. (2017) · Journal of Geochemical Exploration · doi:10.1016/j.gexplo.2017.03.014 · Cited by 27
Wang, Y., Deng, L., Wu, G., Wang, K., & Shangguan, Z. (2017) · Land Degradation and Development · doi:10.1002/ldr.2833 · Cited by 27
Janus, J., & Bożek, P. (2018) · Applied Geography · doi:10.1016/j.apgeog.2018.06.002 · Cited by 27
Sanou, L., Savadogo, P., Zida, D., & Thiombiano, A. (2018) · Flora · doi:10.1016/j.flora.2018.11.013 · Cited by 27
Winowiecki, L. A., Bargués-Tobella, A., Mukuralinda, A., Mujawamariya, P., Ntawuhiganayo, E. B., Mugayi, A. B., Chomba, S., & Vågen, T.-G. (2021) · SOIL · doi:10.5194/soil-7-767-2021 · Cited by 26
Self-citationZhu, M., Feng, Q., Zhang, M., Liu, W., Deo, R. C., Zhang, C., & Yang, L. (2019) · Journal of Soils and Sediments · doi:10.1007/s11368-019-02295-6 · Cited by 26
Transforming soils: transdisciplinary perspectives and pathways to sustainability
Scoones, I. (2015) · Current Opinion in Environmental Sustainability · doi:10.1016/j.cosust.2015.07.007 · Cited by 26
Winowiecki, L. A., Vågen, T., Kinnaird, M. F., & O’Brien, T. G. (2018) · Geoderma · doi:10.1016/j.geoderma.2018.04.017 · Cited by 24
Self-citationYou, H. (2016) · Land Use Policy · doi:10.1016/j.landusepol.2016.11.024 · Cited by 24
Winowiecki, L. A., Vågen, T., Boeckx, P., & Dungait, J. A. J. (2017) · Plant and Soil · doi:10.1007/s11104-017-3418-3 · Cited by 22
Self-citationThakur, P., Paliyal, S. S., Dev, P., & Datt, N. (2022) · Communications in Soil Science and Plant Analysis · doi:10.1080/00103624.2022.2063328 · Cited by 22
Regassa, A., Assen, M. M., Ali, A., & Gessesse, B. (2023) · World soils book series · doi:10.1007/978-3-031-17012-6_6 · Cited by 20
Zhang, W., Luo, C., Meng, X., Zang, D., Zhang, X., & Liu, H. (2024) · CATENA · doi:10.1016/j.catena.2024.107821 · Cited by 20
Janus, J., Bożek, P., Mitka, B., Taszakowski, J., & Doroż, A. (2020) · Ecological Indicators · doi:10.1016/j.ecolind.2020.106904 · Cited by 20
Balasubramani, K. (2018) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2018.03.008 · Cited by 19
Takoutsing, B., Winowiecki, L. A., Tobella, A. B., & Vågen, T. (2022) · Agroforestry Systems · doi:10.1007/s10457-021-00720-9 · Cited by 18
Self-citationIdentifying the factors and status of land degradation in a tropical plateau region
Mahala, A. (2018) · GeoJournal · doi:10.1007/s10708-018-9916-x · Cited by 18
Gebeyehu, G., Soromessa, T., & Teketay, D. (2017) · International Journal of Environment · doi:10.3126/ije.v6i1.16864 · Cited by 17
Spatial assessments of soil organic carbon for stakeholder decision-making – a case study from Kenya
Vågen, T., Winowiecki, L. A., Neely, C., Chesterman, S., & Bourne, M. (2018) · SOIL · doi:10.5194/soil-4-259-2018 · Cited by 17
Self-citationForest and Landscape Restoration
Guariguata, M. R. (2021) · Center for International Forestry Research (CIFOR) eBooks · doi:10.17528/cifor/008214 · Cited by 17
Heiskanen, J., Liu, J., Valbuena, R., Aynekulu, E., Packalén, P., & Pellikka, P. (2017) · Journal of Arid Environments · doi:10.1016/j.jaridenv.2016.12.006 · Cited by 17
Abile, H., Fituma, K., & Mammo, S. (2025) · Scientific Reports · doi:10.1038/s41598-025-12784-z · Cited by 16
Land degradability mapping using remote sensing data and soil chemical properties
Boloorani, A. D., Bakhtiari, M., Samany, N. N., Papi, R., Soleimani, M., Mirzaei, S., & Bahrami, H. A. (2023) · Remote Sensing Applications Society and Environment · doi:10.1016/j.rsase.2023.101027 · Cited by 15
Topsoil Organic Carbon Map of Europe
de Brogniez, D., Ballabio, C., van Wesemael, B., Jones, R., Stevens, A., & Montanarella, L. (2014) · Springer eBooks · doi:10.1007/978-3-319-04084-4_39 · Cited by 14
Abera, W., Assen, M. M., & Satyal, P. (2018) · Modeling Earth Systems and Environment · doi:10.1007/s40808-018-0547-5 · Cited by 14
Cerretelli, S., Poggio, L., Yakob, G., Boke, S., Habte, M., Coull, M. C., Peressotti, A., Black, H. I. J., & Gimona, A. (2021) · Geoderma · doi:10.1016/j.geoderma.2021.115117 · Cited by 13
Spatial Gradients of Ecosystem Health Indicators across a Human‐Impacted Semiarid Savanna
Vågen, T., Winowiecki, L. A., Twine, W. C., & Vaughan, K. (2018) · Journal of Environmental Quality · doi:10.2134/jeq2017.07.0300 · Cited by 12
Self-citationApplication of a combinatorial approach for soil organic carbon mapping in hills
Luo, Y., Wang, K., Li, H., Wang, C., & Li, Q. (2021) · Journal of Environmental Management · doi:10.1016/j.jenvman.2021.113718 · Cited by 12
The distribution and genesis of eroded phase soils in the conterminous United States
Jelinski, N. A., & Yoo, K. (2016) · Geoderma · doi:10.1016/j.geoderma.2016.05.015 · Cited by 12
Aitkenhead, M. J., & Black, H. I. J. (2017) · Applied Spectroscopy · doi:10.1177/0003702817739013 · Cited by 11
Egberth, M., Nyberg, G., Næsset, E., Gobakken, T., Mauya, E. W., Malimbwi, R. E., Katani, J. Z., Chamuya, N., Bulenga, G. B., & Olsson, H. (2017) · Carbon Balance and Management · doi:10.1186/s13021-017-0076-y · Cited by 10
Ng, W., Winowiecki, L. A., Karari, V., Weullow, E., Ateku, D. A., Vågen, T., Pittaki, Z., & Minasny, B. (2024) · Soil Science Society of America Journal · doi:10.1002/saj2.20697 · Cited by 9
Self-citationBahjaouy, K. E., Barakat, A., Oussilkane, A., Hilali, A., Amrani, N., & Mosaid, H. (2025) · Modeling Earth Systems and Environment · doi:10.1007/s40808-025-02444-6 · Cited by 9
Mens, L. P., Tobella, A. B., Sterck, F. J., Vågen, T., Winowiecki, L. A., & Lohbeck, M. (2022) · Journal of Applied Ecology · doi:10.1111/1365-2664.14311 · Cited by 8
Self-citationRezvani, M. R., Sabokbar, H. A. F., Javi, S. T., & Nasiri, H. (2016) · Geoenvironmental Disasters · doi:10.1186/s40677-016-0054-9 · Cited by 6
Giniyatullin, K. G., Sahabiev, I., Ryazanov, S. S., Smirnova, E. V., Tishin, D. V., & Latypova, L. I. (2023) · Eurasian Soil Science · doi:10.1134/s1064229323600951 · Cited by 6
Kersey, J., Paul, S. S., Dowell, L., Kržić, M., & Smukler, S. (2024) · Geoderma · doi:10.1016/j.geoderma.2024.116808 · Cited by 5
Towards a Sustainable Soil Health Management in the West African Cocoa Production System
Diby, L. N. (2024) · Soil Science Cases · doi:10.1079/soilsciencecases.2024.0001 · Cited by 5
Land health surveillance for four sites in Malawi
Beedy, T., Njoloma, J., Aynekulu, E., Coe, R., Takoutsing, B., & Shepherd, K. D. (2015) · doi:10.5716/wp14254.pdf · Cited by 5
Abere, T., Lemma, H., Adgo, E., Evrard, O., & Frankl, A. (2025) · Land Degradation and Development · doi:10.1002/ldr.70099 · Cited by 4
Sentinel Landscape stocktaking pilot study: Report Nicaragua-Honduras
Sepúlveda, N., Vågen, T., Winowieck, L. A., Ordóñez, J. A. F., Chiputwa, B., Makui, P., Somarriba, E., & López-Sampson, A. (2019) · Center for International Forestry Research (CIFOR) eBooks · doi:10.17528/cifor/007537 · Cited by 4
Self-citationMunghemezulu, C., Kganyago, M., Mashaba-Munghemezulu, Z., Chirima, G., Weepener, H. L., & Nduku, L. (2025) · Soil Advances · doi:10.1016/j.soilad.2025.100078 · Cited by 3
Comparison of Machine and Deep Learning Models for the Prediction of Land Degradation
Edwards, J., Doğan, G., & Pricope, N. G. (2023) · International Conference on Information and Computer Technologies (ICICT) · doi:10.1109/icict58900.2023.00009 · Cited by 2
Hughes, K., Sharma, H., Priyadarshini, P., Vågen, T., Winowiecki, L. A., & Meinzen-Dick, R. S. (2024) · Humanities and Social Sciences Communications · doi:10.1057/s41599-024-04057-3 · Cited by 2
Self-citationDerakhshan-Babaei, F., Boloorani, A. D., Mirghaed, ّ. A., Alavi, S. J., Demattê, J. A. M., & Huang, K. (2026) · Journal of Arid Environments · doi:10.1016/j.jaridenv.2026.105562 · Cited by 2
Kaplan, F., Bilgili, A. V., & Kılıç, M. (2026) · Eurasian Soil Science · doi:10.1134/s1064229325604706 · Cited by 2
Li, C., Zhang, J., Xu, M., Dong, J., Wang, S., Li, P., & Cai, H. (2026) · Environmental Technology & Innovation · doi:10.1016/j.eti.2026.104932 · Cited by 2
Characterization and Mapping Land Degradation Hotspots in the Terrestrial Ecosystem of Kuwait
Saleh, A. A. (2019) · Biomedical Journal of Scientific & Technical Research · doi:10.26717/bjstr.2019.14.002487 · Cited by 2
van Noordwijk, M., Barrios, E., Shepherd, K. D., Bayala, J., & Öborn, I. (2015) · doi:10.5716/wp15023.pdf · Cited by 2
Bongiorno, G. (2020) · doi:10.18174/509232 · Cited by 2
Giniyatullin, K. G., Sahabiev, I., Ryazanov, S. S., Smirnova, E. V., Tishin, D. V., & Latypova, L. I. (2023) · Почвоведение · doi:10.31857/s0032180x2360018x · Cited by 1
Patel, N., Sethi, T., Bhanderi, R. J., Sharma, S. A., Arunachalam, A., Ravisankar, T., Raj, A., Vågen, T., & Prabhu, R. (2024) · Journal of Geomatics · doi:10.58825/jog.2024.18.1.103 · Cited by 1
Self-citationDigital Soil Mapping of Soil Organic Carbon at Eastern Slopes of Mount Kenya
Gelsleichter, Y. A., Toth, A. J., Michéli, E., Mutuma, E., Wawire, A. W., & Csorba, Á. (2025) · Eurasian Soil Science · doi:10.1134/s1064229324602749 · Cited by 1
Gashu, G., Njoroge, R., Otinga, A. N., Ndung'u-Magiroi, K. W., & Kambale, M. M. (2026) · Geoderma Regional · doi:10.1016/j.geodrs.2026.e01085 · Cited by 1
Spatial Prediction of Soil Organic Carbon Stock Using Machine Learning in a Himalayan Watershed
Konra, N., Kalambukattu, J. G., & Kumar, S. (2026) · Journal of the Indian Society of Remote Sensing · doi:10.1007/s12524-026-02517-8 · Cited by 1
STUDY ON THE MAIN FACTORS AFFECTING SOIL FERTILITY AND IMPROVEMENT PATHWAYS IN HENAN PROVINCE, CHINA
ZHA, L. S., Wang, W., Zhong, J., & Su, Y. (2025) · Applied Ecology and Environmental Research · doi:10.15666/aeer/2306_1081910839 · Cited by 1
Central Africa Humid Tropics Transect Sentinel Landscape (CAFHUT): A stocktaking pilot study
Sonwa, D. J., Numbisi, F. N., PNoumbissi, D., Manga, F. E., Levang, P., Takoutsing, B., Fosso, A. L. G., Vidal, L., Chiputwa, B., Foundjem-Tita, D., et al. (2021) · Center for International Forestry Research (CIFOR) eBooks · doi:10.17528/cifor/007974 · Cited by 1
Melese, S. M., & Vasenev, I. I. (2021) · Springer geography · doi:10.1007/978-3-030-75285-9_13 · Cited by 1
Getnet, K., Zegeye, R., Tebekew, F. A., Sharma, P. D., & Ayele, T. (2024) · Preprints.org · doi:10.20944/preprints202405.1336.v1 · Cited by 1
Metadata
- Authors
- Vågen, T.-G., Winowiecki, L. A., Abegaz, A., & Hadgu, K. M.
- Affiliations
- World Agroforestry Centre (KE)
- International Center for Tropical Agriculture (KE)
- Addis Ababa University (ET)
- Corresponding author
- Vågen, Tor-G.
- Venue
- Remote Sensing of Environment
- Publisher
- Elsevier BV
- Published
- 2013-07
- Volume
- 134
- Pages
- 266-275
- ISSN
- 0034-4257 (ISSN-L)
- OpenAlex
- W2068967960
- Cited by
- 109
- References
- 77
- Citations by year
- 2026: 12 · 2025: 6 · 2024: 8 · 2023: 7 · 2022: 3 · 2021: 11 · 2020: 10 · 2019: 7 · 2018: 14 · 2017: 9 · 2016: 7 · 2015: 11 · 2014: 3 · 2013: 1
- FWCI
- 6.08
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Remote Sensing of Environment (publishedVersion)
- Funders
- Bill and Melinda Gates Foundation
- Topics
- Life Sciences › Agricultural and Biological Sciences › Soil Science › Soil Geostatistics and Mapping
- Physical Sciences › Environmental Science › Ecology › Remote Sensing in Agriculture
- Life Sciences › Agricultural and Biological Sciences › Soil Science › Soil erosion and sediment transport
- Keywords
- land degradation, soil pH, soil organic carbon, soil erosion, Landsat Enhanced Thematic Mapper, infrared spectroscopy, ensemble learning, Ethiopia
About these checks
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.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review