Siyu Isaac Parker Tian
Siyu Isaac Parker Tian
Verified email at u.nus.edu
Title
Cited by
Cited by
Year
Accelerated development of perovskite-inspired materials via high-throughput synthesis and machine-learning diagnosis
S Sun, NTP Hartono, ZD Ren, F Oviedo, AM Buscemi, M Layurova, ...
Joule 3 (6), 1437-1451, 2019
542019
Fast and interpretable classification of small X-ray diffraction datasets using data augmentation and deep neural networks
F Oviedo, Z Ren, S Sun, C Settens, Z Liu, NTP Hartono, S Ramasamy, ...
npj Computational Materials 5 (1), 1-9, 2019
522019
Inverse design of crystals using generalized invertible crystallographic representation
Z Ren, J Noh, S Tian, F Oviedo, G Xing, Q Liang, A Aberle, Y Liu, Q Li, ...
arXiv preprint arXiv:2005.07609, 2020
52020
Physics-guided characterization and optimization of solar cells using surrogate machine learning model
Z Ren, F Oviedo, H Xue, M Thway, K Zhang, N Li, JD Perea, M Layurova, ...
2019 IEEE 46th Photovoltaic Specialists Conference (PVSC), 3054-3058, 2019
52019
Embedding physics domain knowledge into a Bayesian network enables layer-by-layer process innovation for photovoltaics
Z Ren, F Oviedo, M Thway, SIP Tian, Y Wang, H Xue, JD Perea, ...
npj Computational Materials 6 (1), 1-9, 2020
42020
Accelerating photovoltaic materials development via high-throughput experiments and machine-learning-assisted diagnosis
S Sun, NTP Hartono, ZD Ren, F Oviedo, AM Buscemi, M Layurova, ...
arXiv preprint arXiv:1812.01025, 2018
32018
Polymer MEMS sensor for flow monitoring in biomedical device applications
AGP Kottapalli, Z Shen, M Asadnia, S Tian, K Tao, J Miao, ...
2017 IEEE 30th International Conference on Micro Electro Mechanical Systems …, 2017
32017
Bridging the gap between photovoltaics R&D and manufacturing with data-driven optimization
F Oviedo, Z Ren, X Hansong, SIP Tian, K Zhang, M Layurova, ...
arXiv preprint arXiv:2004.13599, 2020
22020
Machine learning and high-throughput robust design of P3HT-CNT composite thin films for high electrical conductivity
D Bash, Y Cai, V Chellappan, SL Wong, Y Xu, P Kumar, J Da Tan, ...
arXiv preprint arXiv:2011.10382, 2020
2020
Two-Step Machine Learning Enables Optimized Nanoparticle Synthesis
F Mekki-Berrada, Z Ren, T Huang, WK Wong, F Zheng, J Xie, IPS Tian, ...
ChemRxiv, 2020
2020
Rapid and Accurate Thin Film Thickness Extraction via UV-Vis and Machine Learning
SIP Tian, Z Liu, V Chellappan, YF Lim, Z Ren, F Oviedo, BH Teo, J Thapa, ...
2020 47th IEEE Photovoltaic Specialists Conference (PVSC), 0128-0132, 2020
2020
Fast classification of small X-ray diffraction datasets using data augmentation and deep neural networks
TB Felipe Oviedo, Zekun Ren, Shijing Sun, Charlie Settens, Zhe Liu, Noor ...
NeurIPS 2018, 2018
2018
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