Data-driven control of COVID-19 in buildings: a reinforcement-learning approach

no code implementations • 27 Dec 2022 • Ashkan Haji Hosseinloo, Saleh Nabi, Anette Hosoi, Munther A. Dahleh

A general control framework is put forward for designing an optimal velocity field and proximal policy optimization, a reinforcement learning algorithm is employed to solve the control problem in a data-driven fashion.

reinforcement-learning Reinforcement Learning (RL)

Fluid flow in the sarcomere

no code implementations • 15 Jun 2021 • Sage A Malingen, Kaitlyn Hood, Eric Lauga, Anette Hosoi, Thomas L Daniel

Although many of the proteins that drive contraction have been studied extensively, the mechanical impact of fluid shearing within the lattice of molecular machinery has received minimal attention.