DrClaireHeaney

Faculty of Engineering, Department of Earth Science & Engineering

Eric and Wendy Schmidt AI in Science Postdoctoral Fellows, a

Contact

Location

Royal School of MinesSouth Kensington Campus

Summary

My research interests span several areas including:
(1) reduced-order modelling;
(2) machine-learning for scientific applications;
(3) urban and environmental flows.

I am currently working as an AI in Science Research Fellow jointly at Imperial-X and the Department of Earth Science and Engineering, where I am investigating the use of green infrastructure to combat air pollution.

I am a co-author of one of Wiley's top cited articles (Jan 2021 - Dec 2022): An autoencoder-based reduced-order model for eigenvalue problems with application to neutron diffusion (https://doi.org/10.1002/nme.6681), which proposed using an autoencoder rather than proper orthogonal decomposition (POD) to obtain a low-dimensional space for a projection-based (or intrusive) reduced-order model. The autoencoder can capture the behaviour of a system with fewer degrees of freedom compared to POD.

Selected Publications

Journal Articles

Heaney C, Liu X, Go H, et al.Heaney C, Liu X, Go H, Wolffs Z, Salinas P, Navon IM, Pain CC close, 2022, Extending the capabilities of data-driven reduced-order models to make predictions for unseen scenarios: applied to flow around buildings, Frontiers in Physics, Vol:10, ISSN:2296-424X, Pages:1-16

Heaney CE, Wolffs Z, Tómasson JA, et al.Heaney CE, Wolffs Z, Tómasson JA, Kahouadji L, Salinas P, Nicolle A, Navon IM, Matar OK, Srinil N, Pain CC close, 2022, An AI-based non-intrusive reduced-order model for extended domains applied to multiphase flow in pipes, Physics of Fluids, Vol:34, ISSN:1070-6631, Pages:1-22

Obeysekara A, Salinas P, Heaney CE, et al.Obeysekara A, Salinas P, Heaney CE, Kahouadji L, Via-Estrem L, Xiang J, Srinil N, Nicolle A, Matar OK, Pain CC close, 2021, Prediction of multiphase flows with sharp interfaces using anisotropic mesh optimisation, Advances in Engineering Software, Vol:160, ISSN:0965-9978, Pages:1-16

Heaney CE, Buchan AG, Pain CC, et al.Heaney CE, Buchan AG, Pain CC, Jewer S close, 2021, Reduced-order modelling applied to the multigroup neutron diffusion equation using a nonlinear interpolation method for control-rod movement, Energies, ISSN:1996-1073

Quilodrán-Casas C, Silva VS, Arcucci R, et al.Quilodrán-Casas C, Silva VS, Arcucci R, Heaney CE, Guo Y, Pain CC close, 2021, Digital twins based on bidirectional LSTM and GAN for modelling COVID-19

Heaney CE, Li Y, Matar OK, et al.Heaney CE, Li Y, Matar OK, Pain CC close, 2020, Applying Convolutional Neural Networks to Data on Unstructured Meshes with Space-Filling Curves, Arxiv

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