Knowledge-integrated machine learning for materials: lessons from gameplaying and robotics

by Hippalgaonkar, Kedar, Li, Qianxiao, Wang, Xiaonan, Fisher, John W., Kirkpatrick, James, Buonassisi, Tonio
Published 2023

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

A Worldwide Theoretical Comparison of Outdoor Potential for Various Silicon-Based Tandem Module Architecture

by Liu, Haohui, Rodríguez-Gallegos, Carlos D, Liu, Zhe, Buonassisi, Tonio, Reindl, Thomas, Peters, Ian Marius
Published 2020

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

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

Developing a Robust Recombination Contact to Realize Monolithic Perovskite Tandems With Industrially Common p-Type Silicon Solar Cells

by Hoye, Robert LZ, Bush, Kevin A, Oviedo, Felipe, Sofia, Sarah E, MAUNG THWAY, LI XINHANG, LIU ZHE, Jean, Joel, Mailoa, Jonathan P, Osherov, Anna, LIN FEN, Palmstrom, Axel F, Bulovic, Vladimir, McGehee, Michael D, IAN MARIUS PETERS, Buonassisi, Tonio
Published 2020

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