Ruoqian Liu

Including crystal structure attributes in machine learning models of formation energies via Voronoi tessellations

Logan Ward, Ruoqian Liu, Amar Krishna et al. · Physical review. B./Physical review. B · 2017 · 431 citations

Natural Sciences, Chemistry, Materials Science +17

A predictive machine learning approach for microstructure optimization and materials design

Ruoqian Liu, Abhishek Kumar, Zhengzhang Chen et al. · Scientific Reports · 2015 · 242 citations · Full text

Natural Sciences, Materials Engineering, Materials Science +17

A Machine Learning-Based Design Representation Method for Designing Heterogeneous Microstructures

Hongyi Xu, Ruoqian Liu, Alok Choudhary et al. · Journal of Mechanical Design · 2015 · 139 citations

Natural Sciences, Materials Engineering, Materials Science +16

Machine learning approaches for elastic localization linkages in high-contrast composite materials

Ruoqian Liu, Yuksel C. Yabansu, Ankit Agrawal et al. · Integrating materials and manufacturing innovation · 2015 · 85 citations · Full text

Natural Sciences, Data Science, Materials Science +17

Context Aware Machine Learning Approaches for Modeling Elastic Localization in Three-Dimensional Composite Microstructures

Ruoqian Liu, Yuksel C. Yabansu, Zijiang Yang et al. · Integrating materials and manufacturing innovation · 2017 · 49 citations · Full text

Natural Sciences, Materials Engineering, Materials Science +16