Spatiotemporal Dynamics and Environmental Controlling Factors of the Lake Tana Water Hyacinth in Ethiopia

The largest freshwater lake in Ethiopia, Lake Tana, has faced ecological disaster due to water hyacinth (Eichhornia crassipes) infestation. The water hyacinth is a threat not only to the ecology but also to the socioeconomic development of the region and cultural value of the lake, which is registered as a UNESCO reserve. This study aims to map the spatiotemporal dynamics of the water hyacinth using high-resolution PlanetScope satellite images and assesses the major environmental variables that relate to the weed spatial coverage dynamics for the period August 2017 to July 2018. The plausible environmental factors studied affecting the weed dynamics include lake level, water and air temperature, and turbidity. Water temperature and turbidity were estimated from the moderate resolution imaging spectroradiometer (MODIS) satellite image and the water level was estimated using Jason-1 altimetry data while the air temperature was obtained from the nearby meteorological station at Bahir Dar station. The results indicated that water hyacinth coverage was increasing at a rate of 14 ha/day from August to November of 2017. On the other hand, the coverage reduced at a rate of 6 ha/day from December 2017 to June 2018. However, the length of shoreline infestation increased significantly from 4.3 km in August 2017 to 23.4 km in April 2018. Lake level and night-time water temperatures were strongly correlated with water hyacinth spatial coverage (p < 0.05). A drop in the lake water level resulted in a considerable reduction of the infested area, which is also related to decreasing nutrient levels in the water. The water hyacinth expansion dynamics could be altered by treating the nutrient-rich runoff with best management practices along the wetland and in the lake watershed landscape.

[1]  Kun Yang,et al.  Spatiotemporal Variations in Dianchi Lake’s Surface Water Temperature From 2001 to 2017 Under the Influence of Climate Warming , 2019, IEEE Access.

[2]  A. Thomson,et al.  Climate Impacts on Agriculture: Implications for Crop Production , 2011 .

[3]  P. Meire,et al.  Ecohydrological status of Lake Tana — a shallow highland lake in the Blue Nile (Abbay) basin in Ethiopia: review , 2010 .

[4]  L. Santamaría Why are most aquatic plants widely distributed? Dispersal, clonal growth and small-scale heterogeneity in a stressful environment , 2002 .

[5]  R. M. Baxter,et al.  Some limnological observations on two Ethiopian hydroelectric reservoirs: Koka (Shewa administrative district) and Finchaa (Welega administrative district) , 2004, Hydrobiologia.

[6]  Kibret,et al.  Potential of Water Hyacinth Infestation on Lake Tana, Ethiopia: A Prediction Using a GIS-Based Multi-Criteria Technique , 2019, Water.

[7]  D. Conway,et al.  The Climate and Hydrology of the Upper Blue Nile River , 2000 .

[8]  Michael H. Marshall,et al.  Late Pleistocene and Holocene drought events at Lake Tana, the source of the Blue Nile , 2011 .

[9]  Tammo S. Steenhuis,et al.  valuating suitability of MODIS-Terra images for reproducing historic ediment concentrations in water bodies : Lake Tana , Ethiopia , 2013 .

[10]  M. Kumar,et al.  Aquatic weeds as the next generation feedstock for sustainable bioenergy production. , 2017, Bioresource technology.

[11]  A. Wale,et al.  Ungauged catchment contributions to Lake Tana's water balance , 2009 .

[12]  Yihun T. Dile,et al.  Advances in water resources research in the Upper Blue Nile basin and the way forward: A review , 2018 .

[13]  V. K. Verma,et al.  Mapping, monitoring and conservation of Harike wetland ecosystem, Punjab, India, through remote sensing , 2001 .

[14]  Nguyen Van Huan,et al.  Spatiotemporal Variation of Turbidity Based on Landsat 8 OLI in Cam Ranh Bay and Thuy Trieu Lagoon, Vietnam , 2017 .

[15]  G. Venugopal Monitoring the Effects of Biological Control of Water Hyacinths Using Remotely Sensed Data: A Case Study of Bangalore, India , 1998 .

[16]  W. T. Penfound,et al.  The Biology of the Water Hyacinth , 1948 .

[17]  Xingmiao Ma,et al.  Sustainable removal of formaldehyde using controllable water hyacinth , 2018 .

[18]  A. Gitelson,et al.  Assessing the potential of SeaWiFS and MODIS for estimating chlorophyll concentration in turbid productive waters using red and near-infrared bands , 2005 .

[19]  Mark A. Davis,et al.  Fluctuating resources in plant communities: a general theory of invasibility , 2000 .

[20]  Denby S. Lloyd Turbidity as a Water Quality Standard for Salmonid Habitats in Alaska , 1987 .

[21]  T. Steenhuis,et al.  Long‐Term Landscape Changes in the Lake Tana Basin as Evidenced by Delta Development and Floodplain Aggradation in Ethiopia , 2017 .

[22]  F. Muller‐Karger,et al.  Monitoring turbidity in Tampa Bay using MODIS/Aqua 250-m imagery , 2007 .

[23]  K. Ganesha Raj,et al.  Assessment of changes in water-hyacinth coverage of water bodies in northern part of Bangalore city using temporal remote sensing data , 2003 .

[24]  Tong Phuoc Hoang Son,et al.  Vegetation Biomass of Sargassum Meadows in An Chan Coastal Waters, Phu Yen Province, Vietnam Derived from PlanetScope Image , 2019, Journal of Environmental Science and Engineering B.

[25]  K. Reddy,et al.  Water hyacinth (Eichhornia crassipes) biomass production in Florida. , 1984 .

[26]  B. D. Beckley,et al.  Investigating the Performance of the Jason-2/OSTM Radar Altimeter over Lakes and Reservoirs , 2010 .

[27]  T. Steenhuis,et al.  Budgeting suspended sediment fluxes in tropical monsoonal watersheds with limited data: the Lake Tana basin , 2018 .

[28]  D. L. Belding Water Temperature and Fish Life , 2022 .

[29]  S. Running,et al.  Estimation of regional surface resistance to evapotranspiration from NDVI and thermal-IR AVHRR data , 1989 .

[30]  J. Mascaro,et al.  Potential and Limitations of Photometric Reconstruction Through a Flock of Dove Cubesats , 2017 .

[31]  Erkie Asmare Current Trend of Water Hyacinth Expansion and Its Consequence on theFisheries around North Eastern Part of Lake Tana, Ethiopia , 2017 .

[32]  N. Biswas,et al.  Growth of Water Hyacinth in Municipal Landfill Leachate with Different pH , 2004, Environmental technology.

[33]  Minychl G. Dersseh,et al.  Spatial and Temporal Dynamics of Water Hyacinth and Its Linkage with Lake-Level Fluctuation: Lake Tana, a Sub-Humid Region of the Ethiopian Highlands , 2020, Water.

[34]  Y. Travi,et al.  Water balance of Lake Tana and its sensitivity to fluctuations in rainfall, Blue Nile basin, Ethiopia , 2006 .

[35]  P. Priya,et al.  Biomethanation of water hyacinth biomass. , 2018, Bioresource technology.

[36]  Dereje Tewabe Preliminary Survey of Water Hyacinth in Lake Tana, Ethiopia , 2015 .

[37]  D. Richardson,et al.  Residence time and potential range: crucial considerations in modelling plant invasions , 2007 .

[38]  Maosheng Zhao,et al.  A global comparison between station air temperatures and MODIS land surface temperatures reveals the cooling role of forests , 2011 .

[39]  James C. Schardt,et al.  CONSTRAINTS OF NUTRIENT AVAILABILITY ON PRIMARY PRODUCTION IN TWO ALPINE TUNDRA COMMUNITIES , 1993 .

[40]  Bruno Aragon,et al.  CubeSats in Hydrology: Ultrahigh‐Resolution Insights Into Vegetation Dynamics and Terrestrial Evaporation , 2017 .

[41]  Hongjie Xie,et al.  Estimating surface temperature changes of lakes in the Tibetan Plateau using MODIS LST data , 2014 .

[42]  Yi Luo,et al.  Spatial‐Temporal Variation of Lake Surface Water Temperature and Its Driving Factors in Yunnan‐Guizhou Plateau , 2019, Water Resources Research.

[43]  T. Steenhuis,et al.  Monitoring State of Biomass Recovery in the Blue Nile Basin Using Image-Based Disturbance Index , 2014 .

[44]  Els Knaeps,et al.  A single algorithm to retrieve turbidity from remotely-sensed data in all coastal and estuarine waters , 2015 .

[45]  J. Greenberg,et al.  Mapping Invasive Aquatic Vegetation in the Sacramento-San Joaquin Delta using Hyperspectral Imagery , 2006, Environmental monitoring and assessment.

[46]  S. Funge‐Smith,et al.  Nutrient budgets in intensive shrimp ponds : implications for sustainability , 1998 .

[47]  Tom Rientjes,et al.  Regionalisation for lake level simulation – the case of Lake Tana in the Upper Blue Nile, Ethiopia , 2011 .

[48]  R. N. Fraser,et al.  Hyperspectral remote sensing of turbidity and chlorophyll a among Nebraska Sand Hills lakes , 1998 .

[49]  William D. Taylor,et al.  Models of aquatic plant productivity: a review of the factors that influence growth , 1997 .

[50]  Tammo S Steenhuis,et al.  Evaluation of stream water quality data generated from MODIS images in modeling total suspended solid emission to a freshwater lake. , 2015, The Science of the total environment.

[51]  Joachim Puhe,et al.  Growth and development of the root system of Norway spruce (Picea abies) in forest stands—a review , 2003 .

[52]  E. Dejen,et al.  Shesher and Welala Floodplain Wetlands (Lake Tana, Ethiopia): Are They Important Breeding Habitats for Clarias gariepinus and the Migratory Labeobarbus Fish Species? , 2012, TheScientificWorldJournal.

[53]  S. T. Mereta,et al.  Potential impacts of water hyacinth invasion and management on water quality and human health in Lake Tana watershed, Northwest Ethiopia , 2018, Biological Invasions.

[54]  C. Cilliers Biological control of water hyacinth, Eichhornia crassipes (Pontederiaceae), in South Africa , 1991 .

[55]  F. Sibbing,et al.  Lake Tana: Source of the Blue Nile , 2009 .

[56]  Anushree Malik,et al.  Environmental challenge vis a vis opportunity: the case of water hyacinth. , 2007, Environment international.

[57]  S. Teranishi,et al.  Rates of nutrient uptake and growth of the water hyacinth [Eichhornia crassipes (mart.) Solms] , 1988 .

[58]  A. Cazenave,et al.  SOLS: A lake database to monitor in the Near Real Time water level and storage variations from remote sensing data , 2011 .

[59]  Chenghai Yang,et al.  Mapping three invasive weeds using airborne hyperspectral imagery , 2010, Ecol. Informatics.

[60]  S. Khanal,et al.  Biological strategies for enhanced hydrolysis of lignocellulosic biomass during anaerobic digestion: Current status and future perspectives. , 2017, Bioresource technology.

[61]  Stijn Bruneel,et al.  A Drivers-Pressure-State-Impact-Responses Framework to Support the Sustainability of Fish and Fisheries in Lake Tana, Ethiopia , 2018, Sustainability.