Claire E. Heaney - Publications, H-index & Citations

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Claire E. Heaney

imperial college london

15H-index

96Paper Count

932Citation Count

Published Papers 25

Publication Date

Contact-pair acceleration and multi-GPU execution of NN4DEM for dense granular flows

Powder Technology

IF4.6

2026-08-01

PREAI

Yang, Tongan; Xiang, Jiansheng; Chen, Boyang; Heaney, Claire E.; Sakai, Mikio; Latham, John-Paul; Wang, Yanghua; Pain, Christopher C.

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NP4Buoyancy: An end-to-end differentiable neural-physics framework for buoyancy-driven flows

Journal of Computational Physics

IF3.8

2026-07-07

PREAI

Yu Jiao; Han Zhang; Tingkai Xue; Boyang Chen; Juntao Yang; Te Ba; Simon See; Chang Wei Kang; Claire E. Heaney; Christopher C. Pain; Hongying Li

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Domain-agnostic AI-based surrogate models: Transient flow prediction with domain-size and geometry invariance

Computer Methods in Applied Mechanics and Engineering

IF7.3

2026-07-01

PREAI

Guo, Donghu; Heaney, Claire E.; Pinheiro, Nathalie C.; Li, Linfeng; Chen, Boyang; Pain, Christopher C.

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Maximising the computational efficiency of the neural physics discrete element method

Powder Technology

IF4.6

2026-02-09

OAAI

Tongan Yang; Boyang Chen; Jiansheng Xiang; Sadjad Naderi; Claire E. Heaney; Mikio Sakai; John-Paul Latham; Yanghua Wang; Christopher C. Pain

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Neural Physics: Using AI Libraries to Develop Physics-Based Solvers for Incompressible Computational Fluid Dynamics

Computers & Fluids

IF3

2026-01-23

PREAI

Boyang Chen; Claire E. Heaney; Christopher C. Pain

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Online learning to accelerate nonlinear PDE solvers: Applied to multiphase porous media flow

Artificial Intelligence in Geosciences

IF4.2

2025-12-01

OAAI

Silva, Vinicius L. S.; Salinas, Pablo; Heaney, Claire E.; Jackson, Matthew D.; Pain, Christopher C.

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Solving the discretised shallow water equations using non-uniform grids and machine-learning libraries

Environmental Modelling & Software

IF4.6

2025-10-27

OAAI

Amin Nadimy; Boyang Chen; Zimo Chen; Claire E. Heaney; Christopher C. Pain

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Optimal control of ventilation in enclosed spaces using Adversarial Neural Networks

Building and Environment

IF7.6

2025-10-21

OAAI

Donghu Guo; Claire E. Heaney; Boyang Chen; Jieyi Tang; Andrea Cammarano; Prashant Kumar; Christopher C. Pain

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Implementing the discontinuous-Galerkin finite element method using graph neural networks with application to diffusion equations

NEURAL NETWORKS

IF6.3

2025-05-01

OAAI

Li, Linfeng; Xiang, Jiansheng; Chen, Boyang; Heaney, Claire E.; Dargaville, Steven; Pain, Christopher C.

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Optimised hammer drilling bit design using artificial neural networks trained by FDEM-generated data

Journal of Rock Mechanics and Geotechnical Engineering

IF10.2

2025-03-13

OAAI

Sadjad Naderi; Yuyang Wang; Xiaowei Yang; Xiang Jiansheng; Christopher C. Pain; Claire E. Heaney; Laurent Gerbaud; Naveen Velmurugan; John-Paul Latham

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Solving the discretised shallow water equations using neural networks

ADVANCES IN WATER RESOURCES

IF4.2

2025-03-01

OAAI

Chen, Boyang; Nadimy, Amin; Heaney, Claire E.; Sharifian, Mohammad Kazem; Estrem, Lluis Via; Nicotina, Ludovico; Hilberts, Arno; Pain, Christopher C.

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Generative model-based framework for parameter estimation and uncertainty quantification applied to a compartmental model in epidemiology

nature computational science

IF3.7

2024-12-01

OAAI

Silva, Vinicius L. S.; Heaney, Claire E.; Nenov, Nenko; Pain, Christopher C.

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Machine learning and physics-driven modelling and simulation of multiphase systems

INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

IF3.8

2024-09-01

OAAI

Basha, Nausheen; Arcucci, Rossella; Angeli, Panagiota; Anastasiou, Charitos; Abadie, Thomas; Casas, Cesar Quilodran; Chen, Jianhua; Cheng, Sibo; Chagot, Loic; Galvanin, Federico; Heaney, Claire E.; Hossein, Fria; Hu, Jinwei; Kovalchuk, Nina; Kalli, Maria; Kahouadji, Lyes; Kerhouant, Morgan; Lavino, Alessio; Liang, Fuyue; Nathanael, Konstantia; Magri, Luca; Lettieri, Paola; Materazzi, Massimiliano; Erigo, Matteo; Pico, Paula; Pain, Christopher C.; Shams, Mosayeb; Simmons, Mark; Traverso, Tullio; Valdes, Juan Pablo; Wolffs, Zef; Zhu, Kewei; Zhuang, Yilin; Matar, Omar K.

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Applying Convolutional Neural Networks to data on unstructured meshes with space-filling curves

NEURAL NETWORKS

IF6.3

2024-07-01

OAAI

Heaney, Claire E.; Li, Yuling; Matar, Omar K.; Pain, Christopher C.

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Solving the discretised multiphase flow equations with interface capturing on structured grids using machine learning libraries

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

IF7.3

2024-06-01

OAAI

Chen, Boyang; Heaney, Claire E.; Gomes, Jefferson L. M. A.; Matar, Omar K.; Pain, Christopher C.

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Enhancing high-fidelity nonlinear solver with reduced order model

SCIENTIFIC REPORTS

IF3.9

2022-11-23

OAAI

Kadeethum, Teeratorn; O'Malley, Daniel; Ballarin, Francesco; Ang, Ida; Fuhg, Jan N.; Bouklas, Nikolaos; Silva, Vinicius L. S.; Salinas, Pablo; Heaney, Claire E.; Pain, Christopher C.; Lee, Sanghyun; Viswanathan, Hari S.; Yoon, Hongkyu

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An AI-based non-intrusive reduced-order model for extended domains applied to multiphase flow in pipes

PHYSICS OF FLUIDS

IF4.3

2022-05-11

OAAI

Heaney, Claire E.; Wolffs, Zef; Tomasson, Jon Atli; Kahouadji, Lyes; Salinas, Pablo; Nicolle, Andre; Navon, Ionel M.; Matar, Omar K.; Srinil, Narakorn; Pain, Christopher C.

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Data Learning: Integrating Data Assimilation and Machine Learning

nature computational science

IF3.7

2022-02-01

PREAI

Buizza, Caterina; Casas, Cesar Quilodran; Nadler, Philip; Mack, Julian; Marrone, Stefano; Titus, Zainab; Le Cornec, Clemence; Heylen, Evelyn; Dur, Tolga; Ruiz, Luis Baca; Heaney, Claire; Lopez, Julio Amador Diaz; Kumar, K. S. Sesh; Arcucci, Rossella

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Digital twins based on bidirectional LSTM and GAN for modelling the COVID-19 pandemic

NEUROCOMPUTING

IF6.5

2022-01-01

OAAI

Quilodran-Casas, Cesar; Silva, Vinicius L. S.; Arcucci, Rossella; Heaney, Claire E.; Guo, YiKe; Pain, Christopher C.

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Prediction of multiphase flows with sharp interfaces using anisotropic mesh optimisation

ADVANCES IN ENGINEERING SOFTWARE

IF5.7

2021-10-01

PREAI

Obeysekara, Asiri; Salinas, Pablo; Heaney, Claire E.; Kahouadji, Lyes; Via-Estrem, Lluis; Xiang, Jiansheng; Srinil, Narakorn; Nicolle, Andre; Matar, Omar K.; Pain, Christopher C.

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Research Directions