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An emulation-based approach for interrogating reactive transport models

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Bradbury, Harold 
Druhan, Jennifer 
Turchyn, Alexandra 


We present an emulation-based approach to understand the interactions among different chemical and biological processes modelled in environmental reactive transport models (RTMs) and explore how the parameterisation of these processes influences the results of multi-component RTMs. We utilize a previously published RTM consisting of 20 primary species, 20 secondary complexes, 17 mineral reactions and 2 biologically-mediated reactions which describes bio-stimulation using sediment from a contaminated aquifer. We choose a subset of the input parameters to vary over a range of values. The result is the construction of a new dataset that describes the model behaviour over a range of environmental conditions. Using this dataset to train a statistical model creates an emulator of the underlying RTM. This is a condensed representation of the original RTM that facilitates rapid exploration of a broad range of environmental conditions and sensitivities. As an illustration of this approach, we use the emulator to explore how varying the boundary conditions in the RTM describing the aquifer impacts the rates and volumes of mineral precipitation. A key result of this work is the recognition of an unanticipated dependency of pyrite precipitation on pCO2 in the injection fluid due to the stoichiometry of the microbially-mediated sulfate reduction reaction. This complex relationship was made apparent by the emulator, while the underlying RTM was not specifically constructed to create such a feedback. We argue that this emulation approach to sensitivity analysis for RTMs may be useful in discovering such new coupled sensitives in geochemical systems and for designing experiments to optimise environmental remediation. Finally, we demonstrate that this approach can maximise specific mineral precipitation or dissolution reactions by using the emulator to find local maxima, which can be widely applied in environmental systems.



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Geoscientific Model Development

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Copernicus Publications
The work has been supported by the Natural Environment Research Council grant (no. NERC NE/R013519/1) to Harold J. Bradbury and by a call for International Emerging Actions granted by the CNRS (grant no. TELEMAART – Trace ELEments and inverse Models: Advancing Applications of Reactive Transport models) to Jennifer L. Druhan. This work was also funded by grant no. ICA\R1\1801227 from the Royal Society to Alexandra V. Turchyn.
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