Mesoscopic and multiscale modelling in materials

J Fish, GJ Wagner, S Keten - Nature materials, 2021 - nature.com
The concept of multiscale modelling has emerged over the last few decades to describe
procedures that seek to simulate continuum-scale behaviour using information gleaned from …

Multiphysics simulations: Challenges and opportunities

DE Keyes, LC McInnes, C Woodward… - … Journal of High …, 2013 - journals.sagepub.com
We consider multiphysics applications from algorithmic and architectural perspectives,
where “algorithmic” includes both mathematical analysis and computational complexity, and …

Data driven governing equations approximation using deep neural networks

T Qin, K Wu, D **u - Journal of Computational Physics, 2019 - Elsevier
We present a numerical framework for approximating unknown governing equations using
observation data and deep neural networks (DNN). In particular, we propose to use residual …

Multiscale cancer modeling

TS Deisboeck, Z Wang, P Macklin… - Annual review of …, 2011 - annualreviews.org
Simulating cancer behavior across multiple biological scales in space and time, ie,
multiscale cancer modeling, is increasingly being recognized as a powerful tool to refine …

Discrete unified gas kinetic scheme for all Knudsen number flows. II. Thermal compressible case

Z Guo, R Wang, K Xu - Physical Review E, 2015 - APS
This paper is a continuation of our work on the development of multiscale numerical scheme
from low-speed isothermal flow to compressible flows at high Mach numbers. In our earlier …

A review of multiscale modeling of metal-catalyzed reactions: Mechanism development for complexity and emergent behavior

M Salciccioli, M Stamatakis, S Caratzoulas… - Chemical Engineering …, 2011 - Elsevier
We review and provide a perspective on multiscale modeling of catalytic reactions with
emphasis on mechanism development and application to complex and emergent systems …

[LIBRO][B] Practical multiscaling

J Fish - 2013 - books.google.com
Practical Multiscaling covers fundamental modelling techniques aimed at bridging diverse
temporal and spatial scales ranging from the atomic level to a full-scale product level. It …

Multiscale modelling and numerical simulation of rechargeable lithium ion batteries: concepts, methods and challenges

AA Franco - Rsc Advances, 2013 - pubs.rsc.org
This review focuses on the role of physical theory and computational electrochemistry for
fundamental understanding, diagnostics and design of new electrochemical materials and …

Physical modelling and advanced simulations of gas–liquid two-phase jet flows in atomization and sprays

X Jiang, GA Siamas, K Jagus… - Progress in energy and …, 2010 - Elsevier
This review attempts to summarize the physical models and advanced methods used in
computational studies of gas–liquid two-phase jet flows encountered in atomization and …

Hybrid analysis and modeling, eclecticism, and multifidelity computing toward digital twin revolution

O San, A Rasheed, T Kvamsdal - GAMM‐Mitteilungen, 2021 - Wiley Online Library
Most modeling approaches lie in either of the two categories: physics‐based or data‐driven.
Recently, a third approach which is a combination of these deterministic and statistical …