1.1k citations · 1.7k across the 16 of their papers we have counts for
4 papers · 1 filter
Learning macroscopic internal variables and history dependence from microscopic models
Burigede Liu, Eric Ocegueda, Margaret Trautner +2
This paper concerns the study of history dependent phenomena in heterogeneous materials in a two-scale setting where the material is specified at a fine microscopic scale of hetero…
Concurrent goal-oriented materials-by-design
Xingsheng Sun, Burigede Liu, Kaushik Bhattacharya +1
The development of new materials and structures for extreme conditions including impact remains a continuing challenge despite steady advances. Design is currently accomplished usi…
Multiscale modeling of materials: Computing, data science,uncertainty and goal-oriented optimization
Nikola Kovachki, Burigede Liu, Xingsheng Sun +4
The recent decades have seen various attempts at accelerating the process of developing materials targeted towards specific applications. The performance required for a particular…
A learning-based multiscale method and its application to inelastic impact problems
Burigede Liu, Nikola Kovachki, Zongyi Li +4
The macroscopic properties of materials that we observe and exploit in engineering application result from complex interactions between physics at multiple length and time scales:…