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 · 550 citations

Natural Sciences, Materials Engineering, Materials Science +12

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 · 459 citations

Computing, Computer Science, Manufacturing Engineering +17

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 · 455 citations · Full text

Natural Sciences, Materials Engineering, Materials Science +11

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 · 304 citations · Full text

Natural Sciences, Materials Engineering, Materials Science +17

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 · 253 citations

Engineering, Manufacturing Engineering, Materials Engineering +14