Active learning in materials science with emphasis on adaptive sampling using uncertainties for targeted design T Lookman, PV Balachandran, D Xue, R Yuan npj Computational Materials 5 (1), 21, 2019 | 390 | 2019 |
Accelerated Discovery of Large Electrostrains in BaTiO3‐Based Piezoelectrics Using Active Learning R Yuan, Z Liu, PV Balachandran, D Xue, Y Zhou, X Ding, J Sun, D Xue, ... Advanced materials 30 (7), 1702884, 2018 | 315 | 2018 |
An informatics approach to transformation temperatures of NiTi-based shape memory alloys D Xue, D Xue, R Yuan, Y Zhou, PV Balachandran, X Ding, J Sun, ... Acta Materialia 125, 532-541, 2017 | 207 | 2017 |
Accelerated search for BaTiO3-based piezoelectrics with vertical morphotropic phase boundary using Bayesian learning D Xue, PV Balachandran, R Yuan, T Hu, X Qian, ER Dougherty, ... Proceedings of the National Academy of Sciences 113 (47), 13301-13306, 2016 | 135 | 2016 |
Integrating data mining and machine learning to discover high-strength ductile titanium alloys C Zou, J Li, WY Wang, Y Zhang, D Lin, R Yuan, X Wang, B Tang, J Wang, ... Acta Materialia 202, 211-221, 2021 | 109 | 2021 |
Accelerated Search for BaTiO3‐Based Ceramics with Large Energy Storage at Low Fields Using Machine Learning and Experimental Design R Yuan, Y Tian, D Xue, D Xue, Y Zhou, X Ding, J Sun, T Lookman Advanced Science 6 (21), 1901395, 2019 | 60 | 2019 |
Temperature dependence of deformation behavior, microstructure evolution and fracture mechanism of Inconel 625 superalloy X Liu, J Fan, P Zhang, J Xie, F Chen, D Liu, R Yuan, B Tang, H Kou, J Li Journal of Alloys and Compounds 869, 159342, 2021 | 40 | 2021 |
Role of uncertainty estimation in accelerating materials development via active learning Y Tian, R Yuan, D Xue, Y Zhou, X Ding, J Sun, T Lookman Journal of Applied Physics 128 (1), 2020 | 35 | 2020 |
Determining multi‐component phase diagrams with desired characteristics using active learning Y Tian, R Yuan, D Xue, Y Zhou, Y Wang, X Ding, J Sun, T Lookman Advanced Science 8 (1), 2003165, 2021 | 33 | 2021 |
Design of high temperature Ti-Pd-Cr shape memory alloys with small thermal hysteresis D Xue, R Yuan, Y Zhou, D Xue, T Lookman, G Zhang, X Ding, J Sun Scientific reports 6 (1), 28244, 2016 | 33 | 2016 |
Active learning in materials science with emphasis on adaptive sampling using uncertainties for targeted design. npj Computational Materials 5 T Lookman, PV Balachandran, D Xue, R Yuan DOI: https://doi. org/10.1038/s41524-019-0153-8, 2019 | 31 | 2019 |
Serrated flow behavior and microstructure evolution of Inconel 625 superalloy during plane-strain compression with different strain rates X Liu, J Fan, K Li, Y Song, D Liu, R Yuan, J Wang, B Tang, H Kou, J Li Journal of Alloys and Compounds 881, 160648, 2021 | 28 | 2021 |
The Search for BaTiO3-Based Piezoelectrics With Large Piezoelectric Coefficient Using Machine Learning R Yuan, D Xue, D Xue, Y Zhou, X Ding, J Sun, T Lookman IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control 66 …, 2018 | 25 | 2018 |
Origin of large electrostrain in Sn4+ doped Ba (Zr0. 2Ti0. 8) O3-x (Ba0. 7Ca0. 3) TiO3 ceramics Z Liu, R Yuan, D Xue, W Cao, T Lookman Acta Materialia 157, 155-164, 2018 | 24 | 2018 |
Efficient estimation of material property curves and surfaces via active learning Y Tian, D Xue, R Yuan, Y Zhou, X Ding, J Sun, T Lookman Physical Review Materials 5 (1), 013802, 2021 | 20 | 2021 |
Machine learning combined with feature engineering to search for BaTiO3 based ceramics with large piezoelectric constant R Yuan, D Xue, Y Xu, D Xue, J Li Journal of Alloys and Compounds 908, 164468, 2022 | 19 | 2022 |
High-temperature tensile and creep behaviour of Inconel 625 superalloy sheet and its associated deformation-failure micromechanisms X Liu, J Fan, Y Song, P Zhang, F Chen, R Yuan, J Wang, B Tang, H Kou, ... Materials Science and Engineering: A 829, 142152, 2022 | 18 | 2022 |
Enhanced magnetism in lightly doped manganite heterostructures: strain or stoichiometry? R Mbatang, D Xue, E Enriquez, R Yuan, H Han, P Dowden, Q Wang, ... Nanoscale 11 (15), 7364-7370, 2019 | 18 | 2019 |
Ferroelectric, elastic, piezoelectric, and dielectric properties of Ba (Ti0. 7Zr0. 3) O3-x (Ba0. 82Ca0. 18) TiO3 Pb-free ceramics R Yuan, D Xue, Y Zhou, X Ding, J Sun, D Xue Journal of Applied Physics 122 (4), 2017 | 18 | 2017 |
Material descriptors for morphotropic phase boundary curvature in lead-free piezoelectrics D Xue, PV Balachandran, H Wu, R Yuan, Y Zhou, X Ding, J Sun, ... Applied Physics Letters 111 (3), 2017 | 17 | 2017 |