Evolution-guided Bayesian optimization for constrained multi-objective optimization in self-driving labs

بواسطة Low, Andre Kai Yuan, Mekki-Berrada, Flore, Gupta, Abhishek, Ostudin, Aleksandr, Xie, Jiaxun, Vissol-Gaudin, Eleonore, Lim, Yee-Fun, Li, Qianxiao, Ong, Yew Soon, Khan, Saif A., Hippalgaonkar, Kedar
منشور في 2024

Two-step machine learning enables optimized nanoparticle synthesis

بواسطة 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
منشور في 2021

Two-step machine learning enables optimized nanoparticle synthesis

بواسطة 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
منشور في 2022

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

بواسطة 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
منشور في 2022

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

بواسطة 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
منشور في 2022