Spatiotemporal Evaluation of Land Use Land Cover Change in Jemma Sub-Basin, Upper Blue Nile Basin, Ethiopia
References
- ABDO (2020). Wter Atlas of Abbay Basin.
- Abebe, G., Getachew, D., & Ewunetu, A. (2021). Analysing land use / land cover changes and its dynamics using remote sensing and GIS in Gubalafito district, Northeastern Ethiopia. SN Applied Sciences, December. https://doi.org/10.1007/s42452-021-04915-8
- Agona, Y., & Abebe, B.G. (2024). The dynamics of urbanization, land use land cover changes, and land expropriation in Addis Ababa,. Frontiers in Environmental Science, August, 1–11. https://doi.org/10.3389/fenvs.2024.1439954
- Al, A., Huda, N., Subramanyam, G., Faisal, A.-, Uddin, N., Al, A., & Akter, M. (2021). Cellular Automata approach in dynamic modelling of land cover changes using RapidEye images in Dhaka, Bangladesh. Environmental Challenges, 4, 100084. https://doi.org/10.1016/j.envc.2021.100084
- Alawamy, J.S., Balasundram, S.K., Husni, A., Hanif, M., Teh, C., & Sung, B. (2020). Detecting and Analyzing Land Use and Land Cover Changes in the Region of Al ‐ Jabal Al ‐
- Akhdar, Libya Using Time ‐ series Landsat Data from 1985 to 2017. Sustainability (Switzerland). https://doi.org/10.3390/su12114490
- Albut, S. (2024). Land Use Change Utilizing the QGIS MOLUSCE Plugin. December 2024. Ali, Y.S.A., Crosato, A., & Mohamed, Y.A. (2015). Sediment balances in the Blue Nile River Basin. International Journal of Sediment Research, 29(3), 316–328. https://doi.org/10.1016/S1001-6279(14)60047-0
- Amani, M., Limited, I.C., Ghorbanian, A., Ahmadi, S.A., & Kakooei, M. (2020). Google Earth Engine Cloud Computing Platform for Remote Sensing Big Data Applications : A Comprehensive Review. Journal of selected topics in applied earth observations and remote sensing, September. https://doi.org/10.1109/JSTARS.2020.3021052
- Amani, M., Mahdavi, S., Afshar, M., Brisco, B., Huang, W., Mohammad, S., Mirzadeh, J., White, L., Banks, S., Montgomery, J., & Hopkinson, C. (2019). Canadian Wetland Inventory using Google Earth Engine : The First Map and Preliminary Results. Remote Sensing, 1–20. https://doi.org/10.3390/rs11070842
- Amiga, A., Tolossa, D., & Damte, A. (2024). Land Use Policy Eucalyptus tree expansion and land use and land cover dynamics in Ethiopia- empirical evidence from Gurage Zone, Ethiopia. Land Use Policy, 141(March), 107149. https://doi.org/10.1016/j.landusepol.2024.107149
- Ayenachew, Y.A., & Abebe, B.G. (2024). Navigating urbanization implications : effects of land expropriation on farmers ’ livelihoods in Addis Ababa, Ethiopia. Frontiers in Sustainable Cities, June, 1–13. https://doi.org/10.3389/frsc.2024.1385309
- Baig, M.F., Petronas, U.T., Raza, M., Mustafa, U., Petronas, U.T., & Baig, I. (2022). Assessment of Land Use Land Cover Changes and Future Predictions Using CA-ANN Simulation for Selangor, Malaysia. Water, February. https://doi.org/10.3390/w14030402
- Beijma, S. Van, Comber, A., & Lamb, A. (2014). Random forest classi fi cation of salt marsh vegetation habitats using quad-polarimetric airborne SAR, elevation and optical RS data. Remote Sensing of Environment, 149, 118–129. https://doi.org/10.1016/j.rse.2014.04.010
- Belay, F., Mulugeta, M., & Makonnen, T. (2023). Land use land cover change and expansion of Eucalyptus plantations in Senan District, northwest Ethiopia: analysis of potential factors. Ethiopian Journal of Environment and Development, 5(2), 23–36. https://doi.org/10.20372/ejed.v05i2.03
- Betrie, G.D., Mohamed, Y.A., Van Griensven, A., & Srinivasan, R. (2011). Sediment management modelling in the Blue Nile Basin using SWAT model. Hydrology and Earth System Sciences, 15(3), 807–818. https://doi.org/10.5194/hess-15-807-2011
- Betru, T., Tolera, M., Sahle, K., & Kassa, H. (2019). Trends and drivers of land use/land cover change in Western Ethiopia. Applied Geography, 104(February), 83–93. https://doi.org/10.1016/j.apgeog.2019.02.007
- Bihon, Y.T., Mohammed, A.K., & Ayele, E.G. (2025). Spatiotemporal analysis of land use and land cover using random forest in Google Earth engine : A case study of the Grand Ethiopian Renaissance Dam basin and reservoir, Upper Blue Nile, Ethiopia. Environmental Challenges, 21(August), 101311. https://doi.org/10.1016/j.envc.2025.101311
- Braun, E.N.A.M.J. von. (2016). Economics of Land Degradation and Improvement – A Global Degradation and Sustainable Development. In Springer. https://doi.org/10.1007/978-3-319-19168-3_3
- Cherinet, A. (2019). Climate Change/Variability Impacts on Farmers livelihoods and Adaptation Strategies: In the Case of Ensaro District, Ethiopia. International Journal of Environmental Sciences & Natural Resources, 18(1), 1–7. https://doi.org/10.19080/ijesnr.2019.18.555976
- CSA. (2007). Population and Housing Census 2007 Report. http://www.csa.gov.et/surveys/PopulationandHousingcensus/ETH-pop-2007/survey0/data/Doc/Reports/National_Statistical.pdf
- Dagnachew, M.E.D., Ebede, A.S.K., Oges, A.W.M., & Bebe, A.D.A. (2020). Land Use Land Cover Changes and Its drivers in Gojeb River Catchment, Omo Gibe Basin, Ethiopia. Journal of Agriculture and Environment for International Development, 114(1), 33–56. https://doi.org/10.12895/jaeid.20201.842
- Dibaba, W., Demissie, T.A., & Konrad, M. (2020). Drivers and Implications of Land Use/Land Cover Dynamics in Finchaa Catchment, Northwestern Ethiopia. Land, 1–20.
- EFD. (2024). National Forest Cover Mapping Report for the year 2023. April.
- Engida, T.G., Nigussie, T.A., Aneseyee, A.B., & Barnabas, J. (2021). Land Use / Land Cover Change Impact on Hydrological Process in the Upper Baro Basin, Ethiopia. Hindawi, July.
- Eshetie, A.A., Wubneh, M.A., Kifelew, M.S., & Alemu, M.G. (2023). Application of artificial neural network ( ANN ) for investigation of the impact of past and future land use – land cover change on streamflow in the Upper Gilgel Abay watershed, Abay Basin,. Applied Water Science, 13(11), 1–22. https://doi.org/10.1007/s13201-023-02003-3
- Feyissa, G., & Gebremariam, E. (2018). Mapping of Landscape Structure and Forest Cover Change Detection in the Mountain Chains around Addis Ababa: The Case of Wechecha Mountain, Ethiopia. Remote Sensing Applications: Society and Environment. https://doi.org/10.1016/j.rsase.2018.07.008
- Gashaw, T., Tulu, T., Argaw, M., & Worqlul, A.W. (2017). Evaluation and prediction of land use/land cover changes in the Andassa watershed, Blue Nile Basin, Ethiopia. Environmental Systems Research, 6(1). https://doi.org/10.1186/s40068-017-0094-5
- Gasirabo, A., Xi, C., Hamad, B.R., & Edovia, U.D. (2023). A CA – Markov-Based Simulation and Prediction of LULC Changes over the Nyabarongo River Basin, Rwanda. Land.
- Gebrehiwot, S.G., Bewket, W., Gärdenäs, A.I., & Bishop, K. (2014). Forest cover change over four decades in the Blue Nile Basin, Ethiopia: Comparison of three watersheds. Regional Environmental Change, 14(1), 253–266. https://doi.org/10.1007/s10113-013-0483-x
- Gorelick, N., Hancher, M., Dixon, M., Ilyushchenko, S., Thau, D., & Moore, R. (2017). Remote Sensing of Environment Google Earth Engine : Planetary-scale geospatial analysis for everyone. Remote Sensing of Environment, 202, 18–27. https://doi.org/10.1016/j.rse.2017.06.031
- Hailu, A., Mammo, S., & Kidane, M. (2020). Land Use Policy Dynamics of land use, land cover change trend and its drivers in Jimma Geneti District, Western Ethiopia. Land Use Policy, 99(August), 105011. https://doi.org/10.1016/j.landusepol.2020.105011
- Halefom, A., Teshome, A., Sisay, E., & Ahmad, I. (2018). Dynamics of Land Use and Land Cover Change Using Remote Sensing and GIS : A Case Study of. Journal of Geographic Information System, 165–174. https://doi.org/10.4236/jgis.2018.102008
- He, X., & Chen, Z. (2022). Weather, cropland expansion, and deforestation in Ethiopia. JOurnal of Environmental Economica and Management, 111(November 2021). https://doi.org/10.1016/j.jeem.2021.102586
- Hishe, H., Giday, K., Orshoven, J. Van, Muys, B., Taheri, F., Azadi, H., Feng, L., Zamani, O., Mirzaei, M., & Witlox, F. (2020). Land Use Policy Analysis of Land Use Land Cover Dynamics and Driving Factors in Desa ’ a Forest in Northern Ethiopia. Land Use Policy, January, 105039. https://doi.org/10.1016/j.landusepol.2020.105039
- Kafy, A., Dey, N.N., Rakib, A. Al, Rahaman, Z.A., Nasher, N.M.R., & Bhatt, A. (2021). Modeling the relationship between land use / land cover and land surface temperature in Dhaka, Bangladesh using CA-ANN algorithm. Environmental Challenges, 4(July), 100190. https://doi.org/10.1016/j.envc.2021.100190
- Kasahun, M., & Legesse, A. (2024). Machine learning for urban land use / cover mapping : Comparison of artificial neural network, random forest and support vector machine, a case study of Dilla town. Heliyon, 10(20), e39146. https://doi.org/10.1016/j.heliyon.2024.e39146
- Kuma, H.G., Feyessa, F.F., & Demissie, T.A. (2022). Land-use / land-cover changes and implications in Southern Ethiopia : evidence from remote sensing and informants. Heliyon, 8(December 2021), e09071. https://doi.org/10.1016/j.heliyon.2022.e09071
- Leta, M.K., & Demissie, T.A. (2021). Modeling and Prediction of Land Use Land Cover Change Dynamics Based on Land Change Modeler ( LCM ) in Nashe Watershed, Upper Blue Nile Basin, Ethiopia. Sustainability (Switzerland), Lcm.
- Li, J., Wang, Z., Wu, X., Zscheischler, J., Guo, S., & Chen, X. (2021). A standardized index for assessing sub-monthly compound dry and hot conditions with application in China. 1587–1601.
- Lisa C. Kelley, L.P. and C.B. (2018). Using Google Earth Engine to Map Complex Shade-Grown Coffee Landscapes in Northern Nicaragua. Remote Sensing. https://doi.org/10.3390/rs10060952
- Mahdianpari, M., Salehi, B., Mohammadimanesh, F., & Motagh, M. (2017). Random forest wetland classification using ALOS-2 L-band, RADARSAT-2 C-band, and TerraSAR-X imagery. ISPRS Journal of Photogrammetry and Remote Sensing, 130, 13–31. https://doi.org/10.1016/j.isprsjprs.2017.05.010
- Mare, Y., Bitew, D., & Zewotir, T. (2024). Linear modeling of zonal level crop production in Ethiopia. Heliyon, 10(10), e30951. https://doi.org/10.1016/j.heliyon.2024.e30951
- Mariye, M., Jianhua, L., & Maryo, M. (2023). Land use land cover change analysis and detection of its drivers using geospatial techniques : a case of south-central Ethiopia. All Earth, 34(1), 309–332. https://doi.org/10.1080/27669645.2022.2139023
- Mekuria, W., Mekonnen, K., Thorne, P., Bezabih, M., & Tamene, L. (2018). Competition for land resources : driving forces and consequences in crop-livestock production systems of the Ethiopian highlands. Ecological Processes.
- Millard, K., & Richardson, M. (2015). On the Importance of Training Data Sample Selection in Random Forest Image Classification: A Case Study in Peatland Ecosystem Mapping. Remote Sensing, 8489–8515. https://doi.org/10.3390/rs70708489
- Minta, M., Kibret, K., Thorne, P., Nigussie, T., & Nigatu, L. (2018). Land use and land cover dynamics in Dendi-Jeldu hilly-mountainous areas in the central Ethiopian highlands. Geoderma, 314(May 2017), 27–36. https://doi.org/10.1016/j.geoderma.2017.10.035
- Moisa, M.B., Dejene, I.N., Roba, Z.R., & Gemeda, D.O. (2022). Impact of urban land use and land cover change on urban heat island and urban thermal comfort level : a case study of Addis Ababa City, Ethiopia. Environmental Monitoring and Assessment, September. https://doi.org/10.1007/s10661-022-10414-z
- Molla, G., & Addisie, M.B. (2023). Expansion of Eucalyptus Plantation on Fertile Cultivated Lands in the North-Western Highlands of Ethiopia. Remote Sensing, 1–16.
- Molla, M.B., Gelebo, G., & Girma, G. (2024). Urban expansion and agricultural land loss : a GIS-Based analysis and policy implications in Hawassa city, Ethiopia. Fontiers in Environmental Science, November. https://doi.org/10.3389/fenvs.2024.1499804
- Negasa, D.J., Environment, E., Mbilinyi, B.P., & Mahoo, F. (2016). Evaluation of Land Use / Land Cover Changes and Eucalyptus Expansion in Meja Watershed, Ethiopia. Journal of Geography, Environment and Earth Science International, January. https://doi.org/10.9734/JGEESI/2016/26606
- Ogato, G.S., Bantider, A., & Geneletti, D. (2021). Dynamics of land use and land cover changes in Huluka watershed of Oromia Regional State, Ethiopia. Environmental Systems Research. https://doi.org/10.1186/s40068-021-00218-4
- Oloukoi, J. (2018). Rate Of Land Cover Change And Its Determinants In The Soudano-Guinea Transition Zone Of Benin Republic. June. https://doi.org/10.4314/ejesm.v10i5.12
- Pande, C.B., Srivastava, A., Moharir, K.N., Radwan, N., & Sidek, L.M. (2024). Characterizing land use / land cover change dynamics by an enhanced random forest machine learning model : a Google Earth Engine implementation. Environmental Sciences Europe. https://doi.org/10.1186/s12302-024-00901-0
- Regasa, M.S., Nones, M., & Adeba, D. (2021). A Review on Land Use and Land Cover Change in Ethiopian Basins A Review on Land Use and Land Cover Change in Ethiopian Basins. Land, June. https://doi.org/10.3390/land10060585
- Rehman, A., Qin, J., Pervez, A., Khan, M.S., Ullah, S., & Ahmad, K. (2022). Land-Use / Land Cover Changes Contribute to Land Surface Temperature : A Land-Use / Land Cover Changes Contribute to Land Surface Temperature : A Case Study of the Upper Indus Basin of Pakistan. January. https://doi.org/10.3390/su14020934
- Sarkar, A. (2019). Accuracy Assessment and Analysis of Land Use Land Cover Change Using Geoinformatics Technique in Raniganj Coalfield Area, India. International Journal of Research and Analytical Reviews, February 2019.
- Shibeshi, S., & Venkatesham, B. (2024). Land use land cover change as a casual factor for climate variability and trends in the Bilate Watershed, Ethiopia. Environmental Monitoring and Assessment, 196(12), 1–19. https://doi.org/10.1007/s10661-024-13435-y
- Shixu Wang, Zulu Zhang, X. W. (2014). Land use change and prediction in the Baimahe Basin using GIS and CA-Markov model L-. International Symposium on Remot Sensing of Environment. https://doi.org/10.1088/1755-1315/17/1/012074
- Sousa, C. De, Lola, F., Neigh, C., & Boucka, F. (2020). Cloud-computing and machine learning in support of country-level land cover and ecosystem extent mapping in Liberia and. PLoS ONE, 1–24.
- Tadese, S., Soromessa, T., & Bekele, T. (2021). Analysis of the Current and Future Prediction of Land Use / Land Cover Change Using Remote Sensing and the CA-Markov Model in Majang Forest Biosphere Reserves of Gambella, Southwestern Ethiopia. Hindawi. https://doi.org/10.1155/2021/6685045
- Temeche, D., Getachew, E., & Hailu, G. (2021). Effects of Nitrogen Fertilizer Quantity and Time of Application on Sorghum ( Sorghum bicolor ( L .) Moench ) Production in Lowland Areas of North Shewa, Ethiopia. Hindawi, 2021, 1–8. https://doi.org/10.1155/2021/3019528
- Tessema, N., Kebede, A., & Yadeta, D. (2020). Modeling land use dynamics in the Kesem sub-basin, Awash River basin, Ethiopia. Cogent Environmental Science, 6(1). https://doi.org/10.1080/23311843.2020.1782006
- Tewabe, D., & Fentahun, T. (2020). Assessing land use and land cover change detection using remote sensing in the Lake Tana Basin, Northwest Ethiopia Assessing land use and land cover change detection using remote sensing in the Lake Tana Basin, Northwest Ethiopia. Cogent Environmental Science, 6(1). https://doi.org/10.1080/23311843.2020.1778998
- Tofu, D.A., Fana, C., Dilbato, T., Dirbaba, N.B., & Tesso, G. (2023). Pastoralists ’ and agro ‑ pastoralists ’ livelihood resilience to climate change ‑ induced risks in the Borana zone, south Ethiopia : Using resilience index measurement approach. Pastoralism. https://doi.org/10.1186/s13570-022-00263-3
- Tolentino, F.M., Lourdes, M. De, & Trindade, B. (2021). Selecting features for LULC simultaneous classification of ambiguous classes by artificial neural network. Remote Sensing Applications: Society and Environment, 24 (August), 100616. https://doi.org/10.1016/j.rsase.2021.100616
- Tolessa, T., Senbeta, F., & Kidane, M. (2017). The impact of land use/land cover change on ecosystem services in the central highlands of Ethiopia. Ecosystem Services, 23(June 2016), 47–54. https://doi.org/10.1016/j.ecoser.2016.11.010
- Wasie, A. (2024). Determinant Factors of “ Eucalyptus globulus” ( Labill .) Woodlot Production in Tach Gayint District, South Gondar Zone, Amhara Region, Ethiopia. International Journal of Forestry Research, 2024. https://doi.org/10.1155/2024/1460164
- Worku, G., Teferi, E., Bantider, A., & Dile, Y. T. (2021). Climate Risk Management Modelling hydrological processes under climate change scenarios in the Jemma sub-basin of upper Blue Nile Basin, Ethiopia. Climate Risk Management, 31(January), 100272. https://doi.org/10.1016/j.crm.2021.100272
- Wubie, M. A., Assen, M., & Nicolau, M. D. (2016). Patterns, causes and consequences of land use / cover dynamics in the Gumara watershed of lake Tana basin, Northwestern Ethiopia. Environmental Systems Research, 1–12. https://doi.org/10.1186/s40068-016-0058-1
- Xie, Z., Chen, Y., Lu, D., & Li, G. (2019). Classification of Land Cover, Forest, and Tree Species Classes with ZiYuan-3 Multispectral and Stereo Data. Remote Sensing, 1–27. https://doi.org/10.3390/rs11020164
- Zhao, Z., Islam, F., Waseem, L.A., Tariq, A., Nawaz, M., Islam, I.U., Bibi, T., Rehman, N. U., Ahmad, W., Aslam, R. W., Raza, D., & Hatamleh, W. A. (2023). Comparison of Three Machine Learning Algorithms Using Google Earth Engine for Land Use Land Cover Classification. Rangeland Ecology & Management, 92(November), 129–137. https://doi.org/10.1016/j.rama.2023.10.007
Language: English
Submitted on: Aug 21, 2025
Accepted on: Mar 18, 2026
Published on: May 31, 2026
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© 2026 Abirham Cherinet, Belay Simane, Abraham Mebrat Asmare, Henok Abate Demessia, Yilkal Gebeyehu Mekonnen, published by Czech Society for Landscape Ecology
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