Towards prediction in ungauged aquifers – methods for comparative regional analysis
Sammanfattning
Hydrogeological investigations and in particular groundwater resource assessments are strongly reliant on understanding the factors controlling groundwater level dynamics. However, historical records of measured groundwater levels are often scarce and unevenly distributed in space and time. This irregularity of measurements, combined with hydrogeological systems with heterogeneous properties and unclear inputs and driving processes, leads to the need for systematic methods for prediction of groundwater in poorly-observed (ungauged) groundwater systems. In this thesis, methods of comparative regional analysis are presented to estimate groundwater level dynamics at ungauged sites based on similarity of groundwater system response and climatic and non-climatic characteristics. In order to carry out comparative regional analysis, methods were developed and compared for measuring similarity of groundwater system response based on entire (Paper I) and on features (Paper II) of groundwater levels time series. The relationship between similar groundwater response and groundwater system characteristics are evaluated further by identifying groups of similar sites using similarity-based classification (Paper I-III). Finally, climatic and physiographic system characteristics are identified that can be linked to groundwater dynamics aided by regression analysis and conceptual models (Paper IV). They can therefore serve as a basis for prediction in ungauged aquifers (Paper V).
The thesis presents novel methods for regional analysis of groundwater resources that can be used to link groundwater dynamics to groundwater system characteristics. It demonstrates the strong potential of the presented methods and ways forward for prediction of groundwater dynamics in ungauged aquifers.
Delarbeten
Haaf, E., Barthel R. (2018). An inter-comparison of similarity-based methods for organisation and classification of groundwater hydrographs. Journal of Hydrology 559: 222-237. ::doi:: 10.1016/j.jhydrol.2018.02.035 Heudorfer, B.*, Haaf, E.*, Stahl, K., Barthel, R. (2019). Index-Based Characterization and Quantification of Groundwater Dynamics. (*equal contribution) Water Resources Research 55(7): 5575-5592. ::doi:: 10.1029/2018wr024418 Giese, M., Haaf, E., Heudorfer, B., Barthel, R. (2020). Comparative hydrogeology – reference analysis of groundwater dynamics from neighbouring observation wells. Hydrological Sciences Journal (accepted). ::doi:: 10.1080/02626667.2020.1762888 Haaf, E., Giese, M., Heudorfer, B., Stahl, K., Barthel, R. (2020). Physiographic and climatic controls on regional groundwater dynamics. (Revision submitted to Water Resources Research). Haaf, E., et al. (2020). Estimation of daily groundwater levels in ungauged aquifers based on climatic and physiographic controls. (Manuscript).
Examinationsnivå
Doctor of Philosophy
Universitet
Göteborgs universitet. Naturvetenskapliga fakulteten
Institution
Department of Earth Sciences ; Institutionen för geovetenskaper
Disputation
Fredagen den 29 maj 2020, kl 10.00, Hörsalen, institutionen för geovetenskaper, Guldhedsgatan 5C, Göteborg https://gu-se.zoom.us/j/67395758900?pwd=eXZvNlU2Sm1ZbGlyTW5Ld0hueUVLZz09
Datum för disputation
2020-05-29
E-post
ezra.haaf@gu.se
ezra.haaf@gmail.com
Datum
2020-05-12Författare
Haaf, Ezra
Nyckelord
Groundwater
Prediction in ungagued aquifers
Comparative hydrogeology
Similarity
Groundwater hydrographs
Groundwater dynamics
Time series clustering
Groundwater climate interaction
Classification
Regression
Groundwater storage
Groundwater resources management
Publikationstyp
Doctoral thesis
ISBN
978-91-7833-848-1 (PRINT)
978-91-7833-849-8 (PDF)
Språk
eng
Metadata
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