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Lake Hydrodynamics and Pollution Transport under Climate Change: The Case of Lake Victoria
KTH, School of Architecture and the Built Environment (ABE), Sustainable development, Environmental science and Engineering, Strategic Sustainability Studies. (Land and Water Resources)ORCID iD: 0000-0002-7005-4632
2023 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

A very small part of the total earth’s water is freshwater (only 2.5 %). Unfortunately, due to climate change and pervasive manmade activities, surface freshwater quality in many places of the world has become degraded. This is manifested in the Rift Valley lakes, a series of lakes in Eastern Africa that runs from Ethiopia in the north to Malawi in the south. Water quality degradation in the Rift Valley lakes is driven by various factors, including water quantity and scarcity, pollution and contamination, nutrients loading, and general water use by industry and society. In particular, Lake Victoria, the world’s second-largest freshwater body and the largest tropical lake, has seriously polluted near lakeshore areas, which is a great regional development problem causing misfortune for millions of people.

This dissertation contributes new insights into lake hydrodynamic processes and pollution transport in shallow lakes through developing more accurate models to understand the complex processes of water quality degradation. Based on empirical data this thesis developed systematic methods to consider lake bathymetry, lake flow, water level verification, water balance, hydro-climatological processes, transport and dispersion of pollutants and nutrient particles. The data-driven hydrological model of Lake Victoria that is developed in the thesis considers hydro-meteorological and climatological data, river discharges and outflow, wind speed and direction, atmospheric deposition, nutrient loading, concentration of pollutants and nutrients, and remote sensing satellite data. The thesis illustrates the power of numerical and hydrodynamic methods that uses one- and two-dimensional mathematical equations (1D and 2D) to model the three-dimensional (3D) behaviour of shallow lakes over time. 

The results indicate that the lake hydrodynamics of Lake Victoria are heavily influenced by lake bathymetry and regional weather patterns and are thus connected to increasing climate variation. The hydro-meteorological processes, verified by empirical data on precipitation, lake flow and lake water levels, show that extreme weather events are responsible for changing the characteristics of lake water balance, changing seasonal variations, and exhibiting strong correlations among water level and hydro-meteorological data. The model of the movement of pollutants and nutrient particles shows how pollutants and nutrients travel within Lake Victoria and where they concentrate in the lake and its sediments. The wind hydrodynamic modelling shows that the wind, along with hydrodynamic stability, plays an important role in pollution flow patterns and that pollutants can be transported from shallow parts, when they leave rivers and shorelines, to deeper lake areas. The hydro-climatological model demonstrates the crucial interdependence between hydrodynamic processes and climatological factors at the catchment scale of Lake Victoria. 

The numerical models and calculation methods that have been developed in this dissertation represent additional contributions to hydrodynamic research and can be used to investigate hydrodynamic processes in other lakes. The thesis contributes to UN Sustainable Development Goals related to water security, drinking water, food, and health. A potential area of application lies in supporting analysis and mitigation of pollution and climate change effects and more generally aid in the natural resource governance of this vital African lake.

Abstract [sv]

En liten del av jordens vatten är sötvatten (endast 2,5 %). På grund av klimatförändringar som skapats genom ekonomiska och mänskliga aktiviteter har sötvattenskvaliteten på många platser i världen kraftigt försämrats. Detta märks i sprickdalssjöarna, en serie sjöar i området Rift Valley i östra Afrika som går från Etiopien i norr till Malawi i söder. Försämring av vattenkvaliteten i sprickdalssjöarna drivs av olika faktorer, inklusive vattenmängd och vattenbrist, spridning av föroreningar från jordbruk och städer, överbelastning av näringsämnen och överanvändning av vatten av industri och samhälle. I synnerhet Victoriasjön, världens andra största sötvattenkälla och den största tropiska sjön på Jorden, har fått allvarligt förorenade strandområden, vilket är ett stort regionalt utvecklingsproblem och orsakar problem för de miljontals människor som bor runt sjön eller som på olika sätt är beroende av dess vatten.

Denna avhandling bidrar med nya insikter om grunda sjöars hydrodynamiska processer och föroreningstransporter genom att utveckla mer exakta modeller för att förstå de komplexa hydrologiska processer som formar grunda sjöars vattenkvalitet. Baserat på empiriska data har denna avhandling utvecklat systematiska metoder för att beakta Victoriasjöns batymetri, sjöflöden, vattennivåer, vattenbalans och hur föroreningar och näringspartiklar transporteras och sprids i sjön. Den datadrivna flödesmodellen beaktade meteorologiska och hydrologiska data, vindhastighet och vindriktning, utflöden från floder, men också koncentrationen av spårämnen av föroreningar och näringsämnen. Avhandlingen illustrerar kraften i numeriska och hydrodynamiska metoder som använder en- och tvådimensionella matematiska ekvationer (1D och 2D) för att modellera det tredimensionella (3D) beteendet hos grunda sjöar över tid.

Resultaten indikerar att hydrodynamiken i Victoriasjön är starkt påverkad av batymetri och klimatförändringar. De hydrometeorologiska processerna, verifierade genom sjöflödes- och nivåmodeller, visar att extrema väderhändelser som troligtvis drivs av klimatförändringar är ansvariga för att förändra fundamentala egenskaper i sjöns vattenbalans och ändrade säsongsvariationer som uppvisar stark korrelation mellan vattennivå- och hydrometeorologiska data. Den modellerade transporten av spårämnen från utvalda floder, en modell för att förstå hur föroreningar och näringspartiklar sprids i sjön, visade hur ämnen färdas i Victoriasjöns vatten och var de över tid kan komma att koncentreras. Den numeriska hydrodynamiska modelleringen visar att vinden tillsammans med hydrodynamisk stabilitet spelar en viktig roll i hur föroreningar sprids i tydliga mönster och att föroreningar kan transporteras från grunda delar, när de lämnar floden eller stranden, till sjöns djupare delar och därmed deponeras och med tiden nå höga koncentrationer. Den hydroklimatologiska modellen visar vid skalan för avrinningsområdet på viktiga samband mellan hydrodynamiska processer och klimatologiska faktorer.

De numeriska modellerna och beräkningsmetoderna som har utvecklats i denna avhandling representerar bidrag till hydrodynamisk forskning. De metoder för att ta fram modeller för hydrodynamiska processer i sjöar, beräkna och verifiera sjöars batymetri, sjövattenflöde och föroreningstransport samt den uppsättning analytiska metoder som utvecklats parallellt med arbetet kan med fördel användas för att undersöka hydrodynamiska processer i andra sjöar. Ett potentiellt tillämpningsområde för denna forskning är att stödja analys av lokala och regionala effekter av klimatförändringar och föroreningar. Forskningen kan också användas för att utveckla strategier för att förhindra ytterligare föroreningar i sötvattensjöar och för att mer allmänt stödja arbetet med att förvalta denna centrala afrikanska sjö. Tillsammans bidrar avhandlingen med kunskap i linje med FN:s mål för hållbar utveckling relaterade till vattensäkerhet, dricksvatten, mat och hälsa.

Place, publisher, year, edition, pages
Stockholm: KTH Royal Institute of Technology, 2023. , p. 52
Series
TRITA-ABE-DLT ; 2346
Keywords [en]
Bathymetry mapping; model verification; water balance; correlation; tracer transport; wind hydrodynamics; pollution and nutrient transport; climate effect
National Category
Water Engineering Earth Observation Other Environmental Engineering
Research subject
Land and Water Resources Engineering
Identifiers
URN: urn:nbn:se:kth:diva-339027ISBN: 978-91-8040-760-1 (print)OAI: oai:DiVA.org:kth-339027DiVA, id: diva2:1809170
Public defence
2023-11-24, D37, Lindstedtsvägen 9, KTH Campus, https://kth-se.zoom.us/j/64962556414, Stockholm, 09:00 (English)
Opponent
Supervisors
Note

QC 20231102

Available from: 2023-11-02 Created: 2023-11-02 Last updated: 2025-02-17Bibliographically approved
List of papers
1. Bathymetry Development and Flow Analyses Using Two-Dimensional Numerical Modeling Approach for Lake Victoria
Open this publication in new window or tab >>Bathymetry Development and Flow Analyses Using Two-Dimensional Numerical Modeling Approach for Lake Victoria
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2019 (English)In: Fluids, E-ISSN 2311-5521, Vol. 4, no 4, p. 1-21Article in journal (Refereed) [Artistic work] Published
Abstract [en]

This study explored two-dimensional (2D) numerical hydrodynamic model simulations of Lake Victoria. Several methods were developed in Matlab to build the lake topography. Old depth soundings taken in smaller parts of the lake were combined with more recent extensive data to produce a smooth topographical model. The lake free surface numerical model in the COMSOL Multiphysics (CM) software was implemented using bathymetry and vertically integrated 2D shallow water equations. Validated by measurements of mean lake water level, the model predicted very low mean flow speeds and was thus close to being linear and time invariant, allowing long-time simulations with low-pass filtered inflow data. An outflow boundary condition allowed an accurate simulation to achieve the lake’s steady state level. The numerical accuracy of the linear measurement of lake water level was excellent.

Place, publisher, year, edition, pages
Basel, Switzerland: , 2019
Keywords
methods of lake bathymetry; shallow water equations; lake hydrodynamics; numerical accuracy; steady-state analysis; water-level validation
National Category
Water Engineering
Research subject
Applied and Computational Mathematics, Numerical Analysis; Civil and Architectural Engineering, Hydraulic and Hydrologic Engineering; Land and Water Resources Engineering
Identifiers
urn:nbn:se:kth:diva-263581 (URN)10.3390/fluids4040182 (DOI)000506640900007 ()2-s2.0-85076947059 (Scopus ID)
Projects
PhD project
Funder
Lars Erik Lundberg Scholarship Foundation
Note

QC 20191106. QC 20200129

Available from: 2019-11-06 Created: 2019-11-06 Last updated: 2024-03-18Bibliographically approved
2. Hydro-meteorological processes driving solute transport in Lake Victoria
Open this publication in new window or tab >>Hydro-meteorological processes driving solute transport in Lake Victoria
2020 (English)In: Water Science, E-ISSN 2357-0008, Vol. 34, no 1, p. 18-31Article in journal (Other (popular science, discussion, etc.)) [Artistic work] Published
Abstract [en]

This study explores by a vertically integrated tracer transport model, hydro-meteorologicalevent characteristics and their influence on solute transport. Changes in Hydro-meteorologicalprocesses and increasing frequency of extreme weather events are responsible for changingthe lake water balance, influencing streamflow variations, and lake tracer transport. Wecompare historical data over a long time with model data from a vertically integrated modelin COMSOL Multiphysics. We consider water balance, sources of data uncertainty, correlations,extreme rain and inflow years, and seasonal variations. The lake transport model has estimatedsoluble loading and transportation. The results showed there are strong correlations betweentributary inflows and precipitation, and between lake outflow and water level. It was found that“events” influence lake level fluctuations. The solute transport was shown to vary more in wetperiods. Modeled transportations were higher in Kenya and Uganda lake zones than inTanzanian zones. The major inflow, from the Kagera river, appears to strongly influence lakesolute transportation, so the composition of this river must be considered.

Place, publisher, year, edition, pages
Taylor & Francis Group, 2020
National Category
Water Engineering
Identifiers
urn:nbn:se:kth:diva-339010 (URN)10.1080/11104929.2020.1722416 (DOI)2-s2.0-85114082961 (Scopus ID)
Note

QC 20231101

Available from: 2023-11-01 Created: 2023-11-01 Last updated: 2023-11-02Bibliographically approved
3. A shallow water numerical method for assessing impacts of hydrodynamics and nutrient transport processes on water quality values of Lake Victoria
Open this publication in new window or tab >>A shallow water numerical method for assessing impacts of hydrodynamics and nutrient transport processes on water quality values of Lake Victoria
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(English)Manuscript (preprint) (Other academic)
Abstract [en]

Lake Victoria is the world’s largest tropical lake and the third-largest water body, providing significant water resources for surrounding environments including the cultural, societal, and livelihood needs of people in its basin and along the White Nile. The aim of this study was to use decade-long time series of measured lake flow in the lake system and phosphorus deposition to develop a suitable numerical model based on shallow water equations (SWE) for assessing water quality in Lake Victoria, an increasingly important tool under climate variation. Different techniques were combined to identify a numerical model that included: i) a high-resolution SWE model to establish raindrop diffusion to trace pollutants; ii) a two-dimensional (2D) vertically integrated SWE model to establish lake surface flow and vertically transported wind speed flow acting on lake surface water by wind stress; and iii) a site-specific phosphorus deposition sub-model to calculate atmospheric deposition in the lake. A smooth (non-oscillatory) solution was obtained by applying a high-resolution scheme for a raindrop diffusion model. Analysis with the vertically integrated SWE model generated depth averages for flow velocity and associated changes in water level profile in the lake system and showed unidirectional whole lake wind blowing from the southwest to northeast. The atmospheric phosphorous deposition model enabled water value assessment for mass balances with different magnitudes of both inflows and outflows demonstrating annual total phosphorus at 13,500 tons concentrating at mid-lake western and eastern parts. The model developed here is simple and suitable for use in assessing flow changes and lake level changes and can serve as a tool in studies of lake bathymetry and nutrient and pollution transport processes. Our study opens towards refining models of complex shallow-water systems.

National Category
Other Environmental Engineering Water Engineering
Research subject
Civil and Architectural Engineering, Fluid and Climate Theory; Civil and Architectural Engineering, Hydraulic and Hydrologic Engineering
Identifiers
urn:nbn:se:kth:diva-339012 (URN)
Note

QC 20231102

Available from: 2023-11-01 Created: 2023-11-01 Last updated: 2023-11-02Bibliographically approved
4. Potential wind influences adopted for evaluating surface-water transport processes of Lake Victoria
Open this publication in new window or tab >>Potential wind influences adopted for evaluating surface-water transport processes of Lake Victoria
(English)Manuscript (preprint) (Other academic)
Abstract [en]

The lake surface water directly influenced by wind force, named the surface boundary layer, is where most pollution release and mixing occurs. The dynamical process of wind force matches the speed of the surface currents and a wind shear is generated over the lake depth. This paper used measurements and numerical modeling of Lake Victoria and the Murchison Bay (MB) to assess the transport of pollutants focusing on nearshore phenomena characterized through wind stress hydrodynamics. Singular value decompositions of wind speed and wind directions were used for pattern analysis considering data from three Tanzania and one Uganda locations at multiple temporal scales. Results showed that strong winds blow typically at midday for daily wind patterns and at mid-year for seasonal wind patterns. Further analysis of the daily, monthly, and yearly wind speeds showed there was a significant periodical trend over these temporal scales. Based on these wind data, a vertically integrated shallow water equations model was applied to explore the potential role of wind for water and pollution movement for the MB surface water. Results showed that the MB wind stress would need to move the whole water column and that would occur much too slowly for the wind to be a dominant factor in the transport of pollutants. Further, we discovered that the depth-resolved hydrostatic model considered required artificial dissipation for stability. Based on the wind patterns and our modeling results, it appears that full Navier-Stokes equations resolved with depth would be required to accurately model the role of wind on lake hydrodynamics. As such, further analysis would be needed to ascertain the true role of wind on mixing and transport in MB and Lake Victoria. 

National Category
Water Engineering Other Environmental Engineering
Identifiers
urn:nbn:se:kth:diva-339013 (URN)
Note

QC 20231102

Available from: 2023-11-01 Created: 2023-11-01 Last updated: 2023-11-02Bibliographically approved
5. Developed Numerical Simulation of Falling and Moving Objects in Viscous Fluids under the Action of a Reynolds Lubrication Theory and Low Reynolds Numbers
Open this publication in new window or tab >>Developed Numerical Simulation of Falling and Moving Objects in Viscous Fluids under the Action of a Reynolds Lubrication Theory and Low Reynolds Numbers
2020 (English)In: Open Journal of Fluid Dynamics, ISSN 2165-3852, Vol. 10, no 01, p. 8-30Article in journal (Other (popular science, discussion, etc.)) Published
Abstract [en]

The development work focuses on the numerical simulations of free body movement in viscous fluid. The aim is to make the simulation of very slow motion of the small body in viscous fluid. We developed bodies’ immersed dynamics simulations in viscous fluid by seeking numerical solutions for appropriate field variables. We developed the methods for vertically and spherically cylindrical objects’ motions, the forces on bodies close to a plane stationary wall are computed from the velocity and pressure fields using the Stokes equation through COMSOL Multiphysics finite element software. The Navier-Stokes equation is reduced to Stokes equation there is independence of time which means object will have an effect only on the motion and the slightly compressible flow assumption is made in order to obtain smooth solution numerically. The forces on an object in slightly compressible Stokes flow have been exerted on the falling objects. The resulting forces have compared with analytical results from the Reynolds Lubrication Theory, and achieved significant results from the development method in Matlab and achieved significant numerical simulations in COMSOL. In addition, an investigation has been madeto an object swimming at low Reynolds number. At low Reynolds number moving is possible when object scale is small and flow pattern is slow and sticky. We have developed a system for a thin two-dimensional (2D) worm-like object wiggle that is passing a wave along its centreline and its motion has simulated by the Ordinary Differential Equations (ODE) system and by the Arbitrary Lagrangian-Eulerian (ALE) moving mesh technology. The development method result shows that it is possible for the small object to have a motion from one position to another through small amplitudes and wavelengths in viscous fluid.

Place, publisher, year, edition, pages
Scientific Research Publishing, 2020
National Category
Water Engineering
Identifiers
urn:nbn:se:kth:diva-339011 (URN)10.4236/ojfd.2020.101002 (DOI)
Note

QC 20231101

Available from: 2023-11-01 Created: 2023-11-01 Last updated: 2023-11-02Bibliographically approved
6. Understanding hydrodynamic and climate effects on the transboundary Lake Victoria basin at a catchment scale
Open this publication in new window or tab >>Understanding hydrodynamic and climate effects on the transboundary Lake Victoria basin at a catchment scale
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(English)Manuscript (preprint) (Other (popular science, discussion, etc.))
Abstract [en]

This study examines how hydrodynamic processes in the catchment area of Lake Victoria are affected by climate change. A methodology was developed using numerical modelling and long-term geospatial mapping methods to understand the influence of climate change on hydro-meteorological processes in Lake Victoria, utilising satellite and climatic data from 1900 to 2020. The methodology enables the examination of how hydrodynamic processes, like the inflow of water to the lake and responses to water level variations, are impacted by climate variables. The resulting model demonstrates the crucial interdependence between hydrodynamic processes and climatological factors. Long-term rainfall variation shows a linear positive correlation, which explains the increase in the lake’s overall water level. With respect to the bathymetry as well as the areal coverage, the presence of nutrients in the lake water helps to identify pollution patterns and water quality. Given the regional importance of shallow freshwater lakes across the world, Lake Victoria provides an exceptional case study and the study shows how numerical modelling can improve understanding of the relationship between the physical features of shallow lakes and their hydrodynamics. This includes analysing flow patterns, hydro-meteorological processes, transport of pollutants, and the impact of eutrophication. These factors are crucial in determining water levels and water quality, especially in face of climate change.

National Category
Water Engineering Geotechnical Engineering and Engineering Geology Earth Observation Other Environmental Engineering Climate Science
Identifiers
urn:nbn:se:kth:diva-339014 (URN)
Note

QC 20231102

Available from: 2023-11-01 Created: 2023-11-01 Last updated: 2025-02-10Bibliographically approved

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