Zeliang Liu

A framework for data-driven analysis of materials under uncertainty: Countering the curse of dimensionality

Miguel A. Bessa, Ramin Bostanabad, Zeliang Liu et al. · Computer Methods in Applied Mechanics and Engineering · 2017 · 510 citations

Engineering, Data Science, Uncertainty Modeling +12

Self-consistent clustering analysis: An efficient multi-scale scheme for inelastic heterogeneous materials

Zeliang Liu, Miguel A. Bessa, Wing Kam Liu · Computer Methods in Applied Mechanics and Engineering · 2016 · 435 citations · Full text

Materials Science, Cluster Computing, Engineering +10

Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks

Qiming Zhu, Zeliang Liu, Jinhui Yan · Computational Mechanics · 2021 · 423 citations

Materials Science, Engineering, Machine Learning +8

A deep material network for multiscale topology learning and accelerated nonlinear modeling of heterogeneous materials

Zeliang Liu, Cheng Wu, M. Koishi · Computer Methods in Applied Mechanics and Engineering · 2018 · 285 citations · Full text

Materials Science, Engineering, Machine Learning +11

Data-driven multi-scale multi-physics models to derive process–structure–property relationships for additive manufacturing

Wentao Yan, Stephen Lin, Orion L. Kafka et al. · Computational Mechanics · 2018 · 245 citations

Engineering, Natural Sciences, Design +8