241 citations · 365 across the 3 of their papers we have counts for
3 papers
Finding Efficient Swimming Strategies in a Three Dimensional Chaotic Flow by Reinforcement Learning
K. Gustavsson, L. Biferale, A. Celani +1
We apply a reinforcement learning algorithm to show how smart particles can learn approximately optimal strategies to navigate in complex flows. In this paper we consider microswim…
Smart Inertial Particles
Simona Colabrese, Kristian Gustavsson, Antonio Celani +1
We performed a numerical study to train smart inertial particles to target specific flow regions with high vorticity through the use of reinforcement learning algorithms. The parti…
Flow Navigation by Smart Microswimmers via Reinforcement Learning
Simona Colabrese, Kristian Gustavsson, Antonio Celani +1
Smart active particles can acquire some limited knowledge of the fluid environment from simple mechanical cues and exert a control on their preferred steering direction. Their goal…