Optimization of Formulations Using Robotic Experiments Driven by Machine Learning DoE
L. Cao, D. Russo, K. Felton, D. Salley, A. Sharma, G. Keenan, W. Mauer, H. Gao, L. Cronin. A.A. Lapkin, Cell Physical Reports, 2021.
Multi-task Bayesian Optimization of Chemical Reactions
K. Felton, D. Wigh, A. Lapkin, NIPS ML4Molecules Workshop, 2020 (accepted).
Summit: Benchmarking Machine Learning for Reaction Optimisation
K. Felton, J. Rittig, A. Lapkin. Chemistry Methods, 2021.
A Modular Microfluidic Technology for Systematic Studies of Colloidal Semiconductor Nanocrystals
R. W. Epps, K. C. Felton, C. W. Coley, and M. Abolhasani. Journal of Visualized Experiments, 2018, e57666.
Automated Microfluidic Platform for Systematic Studies of Colloidal Perovskite Nanocrystals: Towards Continuous Nano-Manufacturing
R. W. Epps, K. C. Felton, C. W. Coley, and M. Abolhasani. Lab on a Chip, 2017, 17 (23), 4040-4047.