Flow Shape Design for Microfluidic Devices Using Deep Reinforcement Learning

no code implementations • 29 Nov 2018 • Xian Yeow Lee, Aditya Balu, Daniel Stoecklein, Baskar Ganapathysubramanian, Soumik Sarkar

A particularly popular form of microfluidics -- called inertial microfluidic flow sculpting -- involves placing a sequence of pillars to controllably deform an initial flow field into a desired one.

reinforcement-learning Reinforcement Learning (RL)

Deep Action Sequence Learning for Causal Shape Transformation

no code implementations • 17 May 2016 • Kin Gwn Lore, Daniel Stoecklein, Michael Davies, Baskar Ganapathysubramanian, Soumik Sarkar

Deep learning became the method of choice in recent year for solving a wide variety of predictive analytics tasks.

Decision Making