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Real-time Bayesian inversion in resin transfer moulding using neural surrogates (2024)
Journal Article
Causon, M. E., Iglesias, M. A., Matveev, M. Y., Endruweit, A., & Tretyakov, M. V. (2024). Real-time Bayesian inversion in resin transfer moulding using neural surrogates. Composites Part A: Applied Science and Manufacturing, 185, Article 108355. https://doi.org/10.1016/j.compositesa.2024.108355

In Resin Transfer Moulding (RTM), local variations in reinforcement properties (porosity and permeability) and the formation of gaps along the reinforcement edges result in non-uniform resin flow patterns, which may cause defects in the produced comp... Read More about Real-time Bayesian inversion in resin transfer moulding using neural surrogates.

Bayesian inversion for in-situ thermal characterisation of walls in the presence of thermal anomalies (2024)
Journal Article
Iglesias, M., Li, X., Sovetova, M., & Wu, Y. (2024). Bayesian inversion for in-situ thermal characterisation of walls in the presence of thermal anomalies. Energy and Buildings, 319, Article 114558. https://doi.org/10.1016/j.enbuild.2024.114558

This paper develops a Bayesian inverse modelling framework for the in-situ characterisation of walls' thermal performance in the presence of thermal anomalies subject to uncertainty. For any given wall, the proposed framework uses in-situ contact mea... Read More about Bayesian inversion for in-situ thermal characterisation of walls in the presence of thermal anomalies.

Ensemble Kalman inversion of induced polarization data (2024)
Journal Article
Tso, C.-H. M., Iglesias, M., & Binley, A. (2024). Ensemble Kalman inversion of induced polarization data. Geophysical Journal International, 236(3), 1877-1900. https://doi.org/10.1093/gji/ggae012

This paper explores the applicability of ensemble Kalman inversion (EKI) with level-set parametrization for solving geophysical inverse problems. In particular, we focus on its extension to induced polarization (IP) data with uncertainty quantificati... Read More about Ensemble Kalman inversion of induced polarization data.