The Application of Satellite Imagery in Surface Water/Lake Modelling: A Review of Previous Studies on Lake Tana and Its Basin
Science Research
Volume 8, Issue 3, June 2020, Pages: 73-83
Received: Dec. 25, 2019; Accepted: May 26, 2020; Published: Jun. 17, 2020
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Authors
Nuredin Teshome, Space Science and Application Development, Ethiopian Space Science and Technology Institute, Addis Abeba, Ethiopia
Gizaw Mengistu Tsidu, Earth and Environmental Science, Faculty of Science, Botswana International University of Science and Technology, Palapye, Botswana
Bisrat Kifle, Urban Environment and Climate Change Management, Urban Development and Engineering, Ethiopian Civil Service University, Addis Ababa, Ethiopia
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Abstract
Satellite images give a synoptic view of target areas, measure target surface changes and provide the information needed for hydrological studies, river or Lake Basin management, water disaster prevention, and water management. Lake Tana is located at an altitude of 1830 m and latitude longitude of 11.27°N and 37.10°E. The lake is the source of the Blue Nile River and it is the largest lake in Ethiopia with a surface area of 3,150 km2, a maximum length and width of 78 and 68 km respectively. In the past, several studies have been published on Lake Tana and its basin in a scattered manner. This necessitates state of the art review that highlights achievements, models, algorithms, and identify gaps in knowledge. Different types of hydrological models have been applied. The majority of the recent studies utilized simple conceptual and statistical approaches for trend analysis and water balance estimations, mainly using rainfall, temperature and evapo-transpiration data. To a greater extent, recent studies have used advanced semi-physically or physically based distributed hydrological models driven by high resolution temporal and spatial data for diverse applications. A review of the methods used and the role of satellite remote sensing in this regard to understand the hydrology of Lake Tana and its basin are presented.
Keywords
Satellite Imagery, Surface Water/Lake Modeling, Lake Tana
To cite this article
Nuredin Teshome, Gizaw Mengistu Tsidu, Bisrat Kifle, The Application of Satellite Imagery in Surface Water/Lake Modelling: A Review of Previous Studies on Lake Tana and Its Basin, Science Research. Vol. 8, No. 3, 2020, pp. 73-83. doi: 10.11648/j.sr.20200803.12
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This article is an open access article distributed under the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
References
[1]
Abdo, K., Fiseha, B., Rientjes, T., Gieske, A., and Haile, A. (2009). Assessment of climate change impacts on the hydrology of gilgelabay catchment in Lake Tana basin, Ethiopia. Hydrological Processes: An International Journal, 23 (26): 3661-3669.
[2]
Ahn, G.-C., Gordon, S. I., and Merry, C. J. (2014). Impacts of remotely sensed land use data on watershed hydrologic change assessment. International Journal of Geospatial and Environmental Research, 1 (1): 9.
[3]
Alam, A., Rashid, S., Bhat, M. S., and Sheikh, A. H. (2011). Impact of land use/land covers dynamics on Himalayan wetland ecosystem. Journal of Experimental Sciences.
[4]
Alexakis, D., Grillakis, M., Koutroulis, A., Agapiou, A., Themistocleous, K., Tsa-nis, I., Michaelides, S., Pashiardis, S., Demetriou, C., Aristeidou, K., et al. (2014). GIS and remote sensing techniques for the assessment of land use change impact on flood hydrology: the case study of yialias basin in cyprus. Natural Hazards and Earth System Sciences, 14 (2): 413-426.
[5]
Almazroui, M. (2011). Calibration of trmm rainfall climatology over Saudi Arabia during 1998-2009. Atmospheric Research, 99 (3-4): 400-414.
[6]
Amsalu, A., Stroosnijder, L., and de Graa, J. (2007). Long-term dynamics in land resource use and the driving forces in the beressa watershed, highlands of Ethiopia. Journal of Environmental management, 83 (4): 448-459.
[7]
Amsalu, T. and Addisu, S. (2014). Assessment of grazing land and livestock feed balance in gummara-rib watershed, Ethiopia. Current Agriculture Research Journal, 2 (2): 114-122.
[8]
Anteneh, W., Tewabe, D., Assefa, A., Zeleke, A., Tenaw, B., and Wassie, Y. (2015). Water hyacinth coverage survey report on Lake Tana biosphere reserve. Technical report, Technical report series Bahir Dar, Ethiopia. http://www. bdu. edu. et.
[9]
Baulies, X. and Szejwach, G. (1998). LULC Data Requirements Workshop: Survey of Needs, Gaps and Priorities on Data for Land-use/land-cover Change Research, Barcelona, 11-14 November 1997. Number 3. Institute Cartogra c de Catalunya.
[10]
Budiyanto, S., Tarigan, S., Sinukaban, N., and Murtilaksono, K. (2015). The impact of land use on hydrological characteristics in kaligarang watershed. International Journal of Science and Engineering, 8 (2): 125-130.
[11]
Cao, Q., Yu, D., Georgescu, M., Han, Z., and Wu, J. (2015). Impacts of land use and land cover change on regional climate: A case study in the agro-pastoral transitional zone of china. Environmental Research Letters, 10 (12): 124025.
[12]
Cardenal, S. J. P., Riegels, N., Bauer-Gottwein, P., Berry, P., Smith, R., Yakovlev, A., and Siegfried, T. (2011). Real-time remote sensing driven river basin modeling using radar altimetry. Hydrology and Earth System Sciences, 15 (1): 241-254.
[13]
Chaubey, I., Haan, C., Grunwald, S., and Salisbury, J. (1999). Uncertainty in the model parameters due to spatial variability of rainfall. Journal of Hydrology, 220 (1-2): 48-61.
[14]
Chebud, Y. and Melesse, A. (2010). Stage level, volume, and time-frequency information content of Lake Tana using stochastic and wavelet analysis methods. Hydrology and Earth System Sciences Discussions, 7 (4): 5525-5546.
[15]
Chebud, Y. A. and Melesse, A. M. (2009a). Modeling lake stage and water balance of Lake Tana, Ethiopia. Hydrological Processes: An International Journal, 23 (25): 3534-3544.
[16]
Chebud, Y. A. and Melesse, A. M. (2009b). Numerical modeling of the groundwater flow system of the gumera sub-basin in Lake Tana basin, Ethiopia. Hydrological Processes: An International Journal, 23 (26): 3694-3704.
[17]
Chen, J. M. and Cihlar, J. (1996). Retrieving leaf area index of boreal conifer forests using land sat tm images. Remote sensing of Environment, 55 (2): 153-162.
[18]
Chen, X., Yang, D., Chen, J., and Cao, X. (2015). An improved automated land cover updating approach by downscaled NDVI time series data. Remote sensing letters, 6 (1): 29-38.
[19]
Chipman, J. W., Lillesand, T. M., Schmaltz, J. E., Leale, J. E., and Nordheim, M. J. (2004). Mapping lake water clarity with land sat images in wisconsin, usa. Canadian journal of remote sensing, 30 (1): 1-7.
[20]
Choi, J., Hwang, M., Kim, G., Seong, J., and Ahn, J. (2016). Supporting the measurement of the United Nations sustainable development goal 11 through the use of national urban information systems and open geospatial technologies: a case study of South Korea. Open Geospatial Data, Software and Standards, 1 (1): 4.
[21]
Chorowicz, J., Collet, B., Bonavia, F., Mohr, P., Parrot, J., and Korme, T. (1998). The tana basin, Ethiopia: intra-plateau uplift, rifting and subsidence. Tectonic physics, 295 (3-4): 351-367.
[22]
Collins, J. B. and Woodcock, C. E. (1996). An assessment of several linear change detection techniques for mapping forest mortality using multi-temporal land sat tm data. Remote sensing of Environment, 56 (1): 66-77.
[23]
Dejen, E. (2003). Ecology and potential for sherry of the small barbs (Cyprinidae, Teleostei) of Lake Tana, Ethiopia.
[24]
Deng, X., Zhao, C., and Yan, H. (2013). Systematic modeling of impacts of land use and land cover changes on regional climate: a review. Advances in Meteorology, 2013.
[25]
Dessie, G. and Kleman, J. (2007). Pattern and magnitude of deforestation in the south central rift valley region of Ethiopia. Mountain research and development, 27 (2): 162-169.
[26]
Dile, Y. T., Berndtsson, R., and Setegn, S. G. (2013). Hydrological response to climate change for gilgel abay river, in the Lake Tana basin-upper Blue Nile basin of Ethiopia. PloS one, 8 (10): e79296.
[27]
Dimyati, M., Mizuno, K., Kobayashi, S., and Kitamura, T. (1996). An analysis of land use/cover change in Indonesia. International Journal of Remote Sensing, 17 (5): 931-944.
[28]
Duan, Z., Gao, H., and Ke, C. (2018). Estimation of lake out flow from the poorly gauged Lake Tana (Ethiopia) using satellite remote sensing data. Remote Sensing, 10 (7): 1060.
[29]
Esa, E. and Assen, M. (2017). A GIS based land suitability analysis for sustainable agricultural planning in gelda catchment, northwest highlands of Ethiopia. Journal of Geography and Regional Planning, 10 (5): 77-91.
[30]
Fassnacht, K. S., Gower, S. T., MacKenzie, M. D., Nordheim, E. V., and Lille-sand, T. M. (1997). Estimating the leaf area index of north central wisconsin forests using the land sat thematic mapper. Remote sensing of environment, 61 (2): 229-245.
[31]
Fu, B., Chen, L., Ma, K., Zhou, H., and Wang, J. (2000). The relationships between land use and soil conditions in the hilly area of the loess plateau in northern shaanxi, china. Catena, 39 (1): 69-78.
[32]
Gao, F., Hilker, T., Zhu, X., Anderson, M., Masek, J., Wang, P., and Yang, Y.(2015). Fusing land sat and modis data for vegetation monitoring. IEEE Geosciences and Remote Sensing Magazine, 3 (3): 47-60.
[33]
Garc a, L., Rodrguez, D., Wijnen, M., and Pakulski, I. (2016). Earth observation for water resources management: current Use and future opportunities for the water sector. The World Bank.
[34]
Garrity, S. R., Allen, C. D., Brumby, S. P., Gangodagamage, C., McDowell, N. G., and Cai, D. M. (2013). Quantifying tree mortality in a mixed species woodland using multi-temporal high spatial resolution satellite imagery. Remote Sensing of Environment, 129: 54-65.
[35]
Gashaw, T., Bantider, A., and Mahari, A. (2014). Evaluations of land use/land cover changes and land degradation in dera district, Ethiopia: GIS and remote sensing based analysis. International Journal of Scientific Research in Environmental Sciences, 2 (6): 199.
[36]
Gashaw, T. and Fentahun, T. (2014). Evaluation of land use/land cover changes in east of lake tana, Ethiopia. Environ. Earth Sci., 4 (11).
[37]
Gashaye, D., Goshu, G., and Abraha, B. (2019). Temporal and spatial phytoplankton biomass dynamics in southern gulf of Lake Tana, northwestern Ethiopia. International Journal of Aquatic Biology, 7 (1): 1-8.
[38]
Gebremicael, T., Mohamed, Y., Betrie, G., van der Zaag, P., and Teferi, E. (2013). Trend analysis of runoff and sediment fluxes in the upper Blue Nile basin: A combined analysis of statistical tests, physically based models and land use maps. Journal of Hydrology, 482: 57-68.
[39]
Geist, H. J. and Lambin, E. F. (2001). What drives tropical deforestation. LUCC Report series, 4: 116.
[40]
Getachew, H. E. and Melesse, A. M. (2012). The impact of land use change on the hydrology of the angereb watershed, Ethiopia. International Journal of Water Sciences, 1 (6).
[41]
Gibson, P. J. and Power, C. H. (2000). Introductory remote sensing: Digital image processing and applications.
[42]
Giuliani, G., Dao, H., De Bono, A., Chate-noux, B., Allenbach, K., De Laborie, P., Rodila, D., Alexandris, N., and Peduzzi, P. (2017). Live monitoring of earth surface (limes): A framework for monitoring environmental changes from earth observations. Remote sensing of environment, 202: 222-233.
[43]
Haile, A. T., Rientjes, T., Gieske, A., and Gebremichael, M. (2009). Rainfall variability over mountainous and adjacent lake areas: the case of Lake Tana basin at the source of the Blue Nile River. Journal of applied meteorology and climatology, 48 (8): 1696-1717.
[44]
Hautot, S., Whaler, K., Gebru, W., and Desissa, M. (2006). The structure of a Mesozoic basin beneath the Lake Tana area, Ethiopia, revealed by magneto telluric imaging. Journal of African Earth Sciences, 44 (3): 331-338.
[45]
Holloway, J., Mengersen, K., and Helmstedt, K. (2018). Spatial and machine learning methods of satellite imagery analysis for sustainable development goals.
[46]
Homer, C., Huang, C., Yang, L., Wylie, B., and Coan, M. (2004). Development of a 2001 national land cover database for the United States. Photogrammetric Engineering & Remote Sensing, 70 (7): 829-840.
[47]
Hwang, S.-A., Hwang, S.-J., Park, S.-R., and Lee, S.-W. (2016). Examining the relationships between watershed urban land use and stream water quality using linear and generalized additive models. Water, 8 (4): 155.
[48]
Johnson, M. D., Hsieh, W. W., Cannon, A. J., Davidson, A., and Bedard, F. (2016). Crop yield forecasting on the Canadian prairies by remotely sensed vegetation indices and machine learning methods. Agricultural and forest meteorology, 218: 74-84.
[49]
Kaba, E., Philpot, W., and Steenhuis, T. (2014). Evaluating suitability of modis terra images for reproducing historic sediment concentrations in water bodies: Lake tana, Ethiopia. International Journal of Applied Earth Observation and Geo- information, 26: 286-297.
[50]
Kebede, S., Travi, Y., Alemayehu, T., and Ayenew, T. (2005). Groundwater recharge, circulation and geochemical evolution in the source region of the Blue Nile River, Ethiopia. Applied Geo-chemistry, 20 (9): 1658-1676.
[51]
Kindie, A. T., Enku, T., Moges, M. A., Geremew, B. S., and Atinkut, H. B. (2018). Spatial analysis of groundwater potential using GIS based multi criteria decision analysis method in Lake Tana basin, Ethiopia. In International Conference on Advances of Science and Technology, pages 439-456. Springer.
[52]
Lambin, E. F., Geist, H. J., and Lepers, E. (2003). Dynamics of land-use and land-cover change in tropical regions. Annual review of environment and re-sources, 28 (1): 205-241.
[53]
Lawler, J. J., Lewis, D. J., Nelson, E., Plantinga, A. J., Polasky, S., Withey, J. C., Helmers, D. P., Mart-inuzzi, S., Pennington, D., and Rade-lo, V. C. (2014). Projected land-use change impacts on ecosystem services in the United States. Proceedings of the National Academy of Sciences, 111 (20): 7492-7497.
[54]
Li, Y., Fan, J., Hu, Z., Shao, Q., Zhang, L., and Yu, H. (2015). Influence of land use patterns on evapo-transpiration and its components in a temperate grass-land ecosystem. Advances in Meteorology, 2015.
[55]
Lu, D. (2005). Aboveground biomass estimation using land sat tm data in the Brazilian Amazon. International Journal of Remote Sensing, 26 (12): 2509-2525.
[56]
Lu, M., Chen, J., Tang, H., Rao, Y., Yang, P., and Wu, W. (2016). Land covers change detection by integrating object based data blending model of land sat and modis. Remote Sensing of Environment, 184: 374-386.
[57]
M Muste PhD, P. (2010). Towards new types of water centric collaboration. Proceedings of the Institution of Civil Engineers, 163 (1): 39.
[58]
McCartney, M., Alemayehu, T., Shiferaw, A., and Awulachew, S. (2010). Evaluation of current and future water resources development in the Lake Tana Basin, Ethiopia, volume 134. IWMI.
[59]
Mekuriaw, S., Mekuriaw, Z., Taye, M., Yitayew, A., Assefa, H., and Haile, A. (2012). Traditional management system and farmer’s perception on local sheep breeds (washera and farta) and their crosses in amhara region, Ethiopia. Livestock research for rural development, 24 (11).
[60]
Memarian, H., Balasundram, S. K., Ab-baspour, K. C., Talib, J. B., Boon Sung, C. T., and Sood, A. M. (2014). Swat based hydrological modeling of tropical land-use scenarios. Hydrological sciences journal, 59 (10): 1808-1829.
[61]
Minale, A. S. (2013). Retrospective analysis of land covers and uses dynamics in gilgel abbay watershed by using GIS and remote sensing techniques, northwestern Ethiopia. Int. J. Geosci., 4: 1003-1008.
[62]
Minale, A. S. and Rao, K. K. (2012). Impacts of land cover/use dynamics of gilgel abbay catchment of Lake Tana on climate variability, northwestern Ethiopia. Applied Geometrics, 4 (3): 155-162.
[63]
Mohr, P. (1962). The geology of Ethiopia, 268 pp. Univ. Coll. Press, Addis Ababa.
[64]
Morandini, G. (1940). Le caratteristiche di alcunilaghidell ’Africa oriental eitaliana. Ricci (tip.).
[65]
Nigatu, Z. M., Rientjes, T., and Haile, A. T. (2016). Hydrological impact assessment of climate change on Lake Tanas water balance, Ethiopia. American journal of climate change, 5 (01): 27.
[66]
Pardo-Iguzquiza, E. (1998). Optimal selection of number and location of rainfall gauges for areal rainfall estimation using geo statistics and simulated annealing. Journal of Hydrology, 210 (1-4): 206-220.
[67]
Pathak, D., Shelhamer, E., Long, J., and Darrell, T. (2014). Fully convolution multiclass multiple instance learning. arXiv preprint arXiv: 1412.7144.
[68]
Piao, S., Yin, G., Tan, J., Cheng, L., Huang, M., Li, Y., Liu, R., Mao, J., Myneni, R. B., Peng, S., et al. (2015). Detection and attribution of vegetation greening trend in china over the last 30 years. Global change biology, 21 (4): 1601-1609.
[69]
Poppe, L., Frankl, A., Poesen, J., Ad-masu, T., Dessie, M., Adgo, E., Deck-ers, J., and Nyssen, J. (2013). Geomorphology of the Lake Tana basin, Ethiopia. Journal of Maps, 9 (3): 431-437.
[70]
Ramakrishna, S. and Nasreen, S. A. A. N. (2013). An overview on water resources: pollution and nano materials. Future Medicine.
[71]
Rientjes, T., Haile, A., Kebede, E., Man-naerts, C., Habib, E., and Steenhuis, T. (2011a). Changes in land cover, rainfall and stream flow in upper gilgel abbay catchment, Blue Nile basin Ethiopia. Hydrology and Earth System Sciences, 15 (6): 1979-1989.
[72]
Rientjes, T., Perera, B., Haile, A., Reggiani, P., and Muthuwatta, L. (2011b). Regionalization for lake level simulation, the case of Lake Tana in the upper Blue Nile, Ethiopia. Hydrology and Earth System Sciences, 15 (4): 1167-1183.
[73]
Rzoska, J. (1976). Lake Tana, headwaters of the Blue Nile. In The Nile, biology of an ancient river, pages 223-232. Springer.
[74]
Setegn, S. G., Srinivasan, R., and Dargahi, B. (2008). Hydrological modeling in the Lake Tana basin, Ethiopia using swat model. The Open Hydrology Journal, 2 (1).
[75]
Shen, M., Tang, Y., Chen, J., Zhu, X., and Zheng, Y. (2011). Influences of temperature and precipitation before the growing season on spring phenology in grass-lands of the central and eastern qinghaitibetan plateau. Agricultural and Forest Meteorology, 151 (12): 1711-1722.
[76]
Shiferaw, A. and Singh, K. (2011). Evaluating the land use and land cover dynamics in borena woreda south wollo highlands, Ethiopia. Ethiopian Journal of Business and Economics, 2 (1).
[77]
Song, C., Nigatu, L., Beneye, Y., Ab-dulahi, A., Zhang, L., and Wu, D. (2018). Mapping the vegetation of the Lake Tana basin, Ethiopia, using Google earth images. Earth System Science Data, 10 (4): 2033-2041.
[78]
Su, Z., Lin, C., Ma, R., Luo, J., Liang, Q., et al. (2015). E ect of land use change on lake water quality in different buer zones. Applied Ecology and Environmental Research, 13 (2): 489-503.
[79]
Tebebu, T., Abiy, A., Zegeye, A., Dahlke, H., Easton, Z., Tilahun, S., Collick, A., Kidnau, S., Moges, S., Dadgari, F., et al. (2010). Surface and subsurface flow effect on permanent gully formation and upland erosion near Lake Tana in the northern highlands of Ethiopia. Hydrology and Earth System Sciences, 14 (11): 2207-2217.
[80]
Teklay, A., Dile, Y. T., Setegn, S. G., De-missie, S. S., and Asfaw, D. H. (2019). Evaluation of static and dynamic land use data for watershed hydrologic process simulation: A case study in gummara watershed, Ethiopia. Catena, 172: 65-75.
[81]
Turner, B. L. and Meyer, W. B. (1994). Global land-use and land-cover change: an overview. Changes in land use and land cover: a global perspective, 4 (3).
[82]
Wagner, P. D., Bhallamudi, S. M., Narasimhan, B., Kantakumar, L. N., Sudheer, K., Kumar, S., Schneider, K., and Fiener, P. (2016). Dynamic integration of land use changes in a hydrologic assessment of a rapidly developing Indian catchment. Science of the Total Environment, 539: 153-164.
[83]
Weldegerima, T. M., Zeleke, T. T., Birhanu, B. S., Zaitchik, B. F., and Fetene, Z. A. (2018). Analysis of rain-fall trends and its relationship with SST signals in the Lake Tana basin, Ethiopia. Advances in Meteorology, 2018.
[84]
Worqlul, A. W., Maathuis, B., Adem, A. A., Demissie, S. S., Langan, S., and Steenhuis, T. S. (2014). Comparison of rainfall estimations by trmm 3b42, mpeg and cfsr with ground-observed data for the Lake Tana basin in Ethiopia. Hydrology and Earth System Sciences, 18 (12): 4871-4881.
[85]
Wubie, M. A., Assen, M., and 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, 5 (1): 8.
[86]
Xian, G., Homer, C., and Fry, J. (2009). Updating the 2001 national land cover database land cover classification to 2006 by using land sat imagery change detection methods. Remote Sensing of Environment, 113 (6): 1133-1147.
[87]
Yin, Z.-Y., Zhang, X., Liu, X., Colella, M., and Chen, X. (2008). An assessment of the biases of satellite rainfall estimates over the tibetan plateau and correction methods based on topographic analysis. Journal of Hydrometeorology, 9 (3): 301-326.
[88]
Yuan, F., Sawaya, K. E., Loeelholz, B. C., and Bauer, M. E. (2005). Land cover classification and change analysis of the twin cities (Minnesota) metropolitan area by multi-temporal land sat remote sensing. Remote sensing of Environment, 98 (2-3): 317-328.
[89]
Zelalem, A., Belay, E., and Markos, A. (2018). Temporal trajectory analysis of lake surface area: Case study on Lake Tana, Ethiopia. The Ethiopian Renaissance Journal of Social Science and Humanities, 5 (1): 53-67.
[90]
Zheng, D., Rademacher, J., Chen, J., Crow, T., Bresee, M., Le Moine, J., and Ryu, S.-R. (2004). Estimating above ground biomass using land sat 7 etm+ data across a managed landscape in northern wisconsin, usa. Remote sensing of environment, 93 (3): 402-411.
[91]
Zhu, X., Helmer, E. H., Gao, F., Liu, D., Chen, J., and Lefsky, M. A. (2016). A flexible spatiotemporal method for fusing satellite images with different resolutions. Remote Sensing of Environment, 172: 165-177.
[92]
Zhu, X. and Liu, D. (2014). Accurate mapping of forest types using dense seasonal land sat time series. ISPRS Journal of Photogrammetry and Remote Sensing, 96: 1-11.
[93]
Zhu, Z. and Woodcock, C. E. (2014). Continuous change detection and classification of land cover using all available land sat data. Remote sensing of Environment, 144: 152-171.
[94]
Zimale, F. A., Moges, M. A., Alemu, M. L., Ayana, E. K., Demissie, S. S., Tilahun, S. A., and Steenhuis, T. S. (2018). Budgeting suspended sediment fluxes in tropical monsoonal watersheds with limited data: the Lake Tana basin. Journal of Hydrology and Hydromechanics, 66 (1): 65-78.
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