Advances in Geosciences
Advances in Geosciences
ADGEO
Articles | Volume 64
Articles | Volume 64
https://doi.org/10.5194/adgeo-64-23-2024
© Author(s) 2024. This work is distributed under
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/adgeo-64-23-2024
© Author(s) 2024. This work is distributed under
the Creative Commons Attribution 4.0 License.
Articles | Volume 64
22 Aug 2024
 | 22 Aug 2024

An Efficient Surrogate-based Multi-objective Optimisation Framework with Novel Sampling Strategy for Sustainable Island Groundwater Management

Weijiang Yu, Domenico Baù, Alex S. Mayer, and Mohammadali Geranmehr

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Latest update: 14 Mar 2025
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Short summary
This study proposes an offline machine-learning (ML) algorithm that ranks candidate training points by scoring them based on their distance to the closest training point and on the local gradient of the surrogate estimate and then choosing the highest-rank point. The effectiveness of this method is confirmed in developing surrogates to solve a two-objective groundwater pumping optimization problem formulated on a three-dimensional island aquifer.
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