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Christopher C. Pain

Department of Earth Science and Engineering

55H-index
490Paper Count
1.2WCitation Count
Published Papers 131
Publication Date
NP4Buoyancy: An end-to-end differentiable neural-physics framework for buoyancy-driven flows
err2026-07-07
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PREAI
errYu 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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Environmental and socio-ecological performance of greening at household and street level
err2026-01-10
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PREAI
errHao Sun; Akash Biswal; Isabelle Bray; Owen Cranshaw; Thomas Rodding Kjeldsen; Christopher C. Pain; Thomas Roberts; Danielle Sinnett; Tom Wild; Jannis Wenk; Prashant Kumar
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Online learning to accelerate nonlinear PDE solvers: Applied to multiphase porous media flow
err2025-12-01
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errOAAI
errSilva, 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
err2025-10-27
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errOAAI
errAmin 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
err2025-10-21
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errDonghu Guo; Claire E. Heaney; Boyang Chen; Jieyi Tang; Andrea Cammarano; Prashant Kumar; Christopher C. Pain
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Household driven and council managed street greening: scoring cost, expertise, space, and cost-benefits of green infrastructure combinations
err2025-10-01
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errBiswal, Akash; Sun, Hao; Bray, Isabelle; Cranshaw, Owen; Kjeldsen, Thomas Rodding; Pain, Christopher C.; Roberts, Thomas; Sinnett, Danielle; Wild, Tom; Wenk, Jannis; Kumar, Prashant
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Recognition of children’s movement patterns during recess for characterizing particle exposure doses
err2025-06-26
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errOAAI
errFeng Yuan; Runming Yao; Prashant Kumar; Christopher Pain; Ziyu Shu; Baizhan Li
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Implementing the discontinuous-Galerkin finite element method using graph neural networks with application to diffusion equations
err2025-05-01
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errOAAI
errLi, 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
err2025-03-13
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errSadjad 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
err2025-03-01
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errOAAI
errChen, Boyang; Nadimy, Amin; Heaney, Claire E.; Sharifian, Mohammad Kazem; Estrem, Lluis Via; Nicotina, Ludovico; Hilberts, Arno; Pain, Christopher C.
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A comprehensive review of thermal comfort evaluation methods and influencing factors for urban parks
err2025-01-01
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PREAI
errZheng, Peiping; Yao, Runming; O'Donnell, James; Mohareb, Eugene; Kumar, Prashant; Pain, Christopher; Huang, Xizhen; Li, Baizhan
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Coarsening and parallelism with reduction multigrids for hyperbolic Boltzmann transport
err2024-12-13
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PREAI
errDargaville, Steven; Smedley-Stevenson, Richard; Smith, Paul; Pain, Christopher C.
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AIR multigrid with GMRES polynomials (AIRG) and additive preconditioners for Boltzmann transport
err2024-12-01
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errOAAI
errDargaville, S.; Smedley-Stevenson, R. P.; Smith, P. N.; Pain, C. C.
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Machine learning and physics-driven modelling and simulation of multiphase systems
err2024-09-01
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errBasha, 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
err2024-07-01
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errOAAI
errHeaney, Claire E.; Li, Yuling; Matar, Omar K.; Pain, Christopher C.
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A long short-term memory neural network-based error estimator for three-dimensional dynamically adaptive mesh generation
err2023-10-18
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PREAI
errWu, X.; Gan, P.; Li, J.; Fang, F.; Zou, X.; Pain, C. C.; Tang, X.; Xin, J.; Wang, Z.; Zhu, J.
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