Accelerate materials development using Machine learning: from Photovoltaic to other functional materials

by REN ZEKUN
Published 2021

Predicting synthesizability using machine learning on databases of existing inorganic materials

by Zhu, Ruiming, Tian, Siyu Isaac Parker, Ren, Zekun, Li, Jiali, Buonassisi, Tonio, Hippalgaonkar, Kedar
Published 2023

Accelerated automated screening of viscous graphene suspensions with various surfactants for optimal electrical conductivity

by Bash, Daniil, Chenardy, Frederick Hubert, Ren, Zekun, Cheng, Jayce J., Buonassisi, Tonio, Oliveira, Ricardo, Kumar, Jatin N., Hippalgaonkar, Kedar
Published 2022

A modeling framework for optimizing current density in four-terminal tandem solar cells: A case study on GaAs/Si tandem

by LIU ZHE, REN ZEKUN, LIU HAOHUI, NASIM SAHRAEI KHANGHAH, LIN FEN, ROLF ARNOLD STANGL, ABERLE,ARMIN GERHARD, Buonassisi, T, IAN MARIUS PETERS
Published 2020

Ultra-thin GaAs double-junction solar cell with carbon-doped emitter

by Ren, Zekun, Thway, Maung, Liu, Zhe, Wang, Yue, Ke, Cangming, Yaung, Kevin Nay, Wang, Bing, Tan, Chuan Seng, Lin, Fen, Aberle, Armin Gerhad, Buonassisi, Tonio, Peters, Ian Marius
Published 2020

Ultra-Thin GaAs Double-Junction Solar Cell With Carbon-Doped Emitter

by Ren, Zekun, Thway, Maung, Liu, Zhe, Wang, Yue, Ke, Cangming, Yaung, Kevin N, Wang, Bing, Tan, Chuan Seng, Lin, Fen, Aberle, Armin G, Buonassisi, Tonio, Peters, Ian Marius
Published 2020

Two-step machine learning enables optimized nanoparticle synthesis

by Mekki-Berrada, Flore, Ren, Zekun, Huang, Tan, Wong, Wai Kuan, Zheng, Fang, Xie, Jiaxun, Tian, Isaac Parker Siyu, Jayavelu, Senthilnath, Mahfoud, Zackaria, Bash, Daniil, Hippalgaonkar, Kedar, Khan, Saif, Buonassisi, Tonio, Li, Qianxiao, Wang, Xiaonan
Published 2021

Two-step machine learning enables optimized nanoparticle synthesis

by Mekki-Berrada, Flore, Ren, Zekun, Huang, Tan, Wong, Wai Kuan, Zheng, Fang, Xie, Jiaxun, Tian, Isaac Parker Siyu, Jayavelu, Senthilnath, Mahfoud, Zackaria, Bash, Daniil, Hippalgaonkar, Kedar, Khan, Saif, Buonassisi, Tonio, Li, Qianxiao, Wang, Xiaonan
Published 2022

Benchmarking the performance of Bayesian optimization across multiple experimental materials science domains

by Liang, Qiaohao, Gongora, Aldair E., Ren, Zekun, Tiihonen, Armi, Liu, Zhe, Sun, Shijing, Deneault, James R., Bash, Daniil, Mekki-Berrada, Flore, Khan, Saif A., Hippalgaonkar, Kedar, Maruyama, Benji, Brown, Keith A., Fisher III, John, Buonassisi, Tonio
Published 2022

An invertible crystallographic representation for general inverse design of inorganic crystals with targeted properties

by Ren, Zekun, Tian, Isaac Parker Siyu, Noh, Juhwan, Oviedo, Felipe, Xing, Guangzong, Li, Jiali, Liang, Qiaohao, Zhu, Ruiming, Aberle, Armin G., Sun, Shijing, Wang, Xiaonan, Liu, Yi, Li, Qianxiao, Jayavelu, Senthilnath, Hippalgaonkar, Kedar, Jung, Yousung, Buonassisi, Tonio
Published 2023

An invertible crystallographic representation for general inverse design of inorganic crystals with targeted properties

by REN ZEKUN, Tian, Siyu Isaac Parker, Noh, Juhwan, Oviedo, Felipe, Xing, Guangzong, JIALI LI, Liang, Qiaohao, Zhu, Ruiming, Armin Gerhard Aberle, Sun, Shijing, WANG XIAONAN, Liu, Yi, Li, Qianxiao, Jayavelu, Senthilnath, Hippalgaonkar, Kedar, Jung, Yousung, Buonassisi, Tonio
Published 2021

Tackling Data Scarcity with Transfer Learning: A Case Study of Thickness Characterization from Optical Spectra of Perovskite Thin Films

by Tian, Siyu Isaac Parker, Ren, Zekun, Venkataraj, Selvaraj, Cheng, Yuanhang, Bash, Daniil, Oviedo, Felipe, Jayavelu, Senthilnath, Chellappan, Vijila, Lim, Yee-Fun, Aberle, Armin Gerhard, MacLeod, Benjamin P, Parlane, Fraser GL, Berlinguette, Curtis P, Li, Qianxiao, Buonassisi, Tonio, Liu, Zhe
Published 2023

Multi-fidelity high-throughput optimization of electrical conductivity in P3HT-CNT composites

by Bash, Daniil, Cai, Yongqiang, Chellappan, Vijila, Wong, Swee Liang, Xu, Yang, Kumar, Pawan, Tan, Jin Da, Abutaha, Anas, Cheng, Jayce J. W., Lim, Yee‐Fun, Tian, Siyu Isaac Parker, Ren, Zekun, Mekki‐Berrada, Flore, Wong, Wai Kuan, Xie, Jiaxun, Kumar, Jatin, Khan, Saif A., Li, Qianxiao, Buonassisi, Tonio, Hippalgaonkar, Kedar
Published 2022