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
692019
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
652019
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
92020
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
62020
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
62019
Two-step machine learning enables optimized nanoparticle synthesis
F Mekki-Berrada, Z Ren, T Huang, WK Wong, F Zheng, J Xie, IPS Tian, ...
npj Computational Materials 7 (1), 1-10, 2021
52021
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
42020
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
42017
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
32020
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
Multi‐Fidelity High‐Throughput Optimization of Electrical Conductivity in P3HT‐CNT Composites
D Bash, Y Cai, V Chellappan, SL Wong, X Yang, P Kumar, JD Tan, ...
Advanced Functional Materials, 2102606, 2021
2021
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
An Invertible Crystallographic Representation for General Inverse Design of Inorganic Crystals with Targeted Properties
Z Ren, SIP Tian, J Noh, F Oviedo, G Xing, Q Liang, R Zhu, A Aberle, ...
General Inverse Design of Inorganic Crystals with Targeted Properties, 0
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