[HTML][HTML] Reinforcement learning of a multi-link swimmer at low Reynolds numbers

K Qin, Z Zou, L Zhu, OS Pak - Physics of Fluids, 2023 - pubs.aip.org
The use of machine learning techniques in the development of microscopic swimmers has
drawn considerable attention in recent years. In particular, reinforcement learning has been …

Self-learning how to swim at low Reynolds number

ACH Tsang, PW Tong, S Nallan, OS Pak - Physical Review Fluids, 2020 - APS
Designing locomotory gaits for synthetic microswimmers has been a challenge due to
stringent constraints on self-propulsion at low Reynolds numbers (Re). Here, we introduce a …

Synchronisation through learning for two self-propelled swimmers

G Novati, S Verma, D Alexeev… - Bioinspiration & …, 2017 - iopscience.iop.org
The coordinated motion by multiple swimmers is a fundamental component in fish schooling.
The flow field induced by the motion of each self-propelled swimmer implies non-linear …

Navigation of micro-swimmers in steady flow: The importance of symmetries

J Qiu, N Mousavi, K Gustavsson, C Xu… - Journal of Fluid …, 2022 - cambridge.org
Marine micro-organisms must cope with complex flow patterns and even turbulence as they
navigate the ocean. To survive they must avoid predation and find efficient energy sources …

Learning swimming escape patterns for larval fish under energy constraints

I Mandralis, P Weber, G Novati, P Koumoutsakos - Physical Review Fluids, 2021 - APS
Swimming organisms can escape their predators by creating and harnessing unsteady flow
fields through their body motions. Stochastic optimization and flow simulations have …

Learning to cooperate for low-Reynolds-number swimming: a model problem for gait coordination

Y Liu, Z Zou, OS Pak, ACH Tsang - Scientific Reports, 2023 - nature.com
Biological microswimmers can coordinate their motions to exploit their fluid environment—
and each other—to achieve global advantages in their locomotory performance. These …

Steering undulatory micro-swimmers in a fluid flow through reinforcement learning

Z El Khiyati, R Chesneaux, L Giraldi, J Bec - The European Physical …, 2023 - Springer
This work aims at finding optimal navigation policies for thin, deformable microswimmers
that progress in a viscous fluid by propagating a sinusoidal undulation along their slender …

Gait and speed selection in slender inertial swimmers

M Gazzola, M Argentina… - Proceedings of the …, 2015 - National Acad Sciences
Inertial swimmers use flexural movements to push water and generate thrust. We quantify
this dynamical process for a slender body in a fluid by accounting for passive elasticity and …

Kinematics of a simple reciprocal model swimmer at intermediate Reynolds numbers

T Dombrowski, D Klotsa - Physical Review Fluids, 2020 - APS
We computationally studied the kinematics of a simple reciprocal model swimmer
(asymmetric dumbbell) in a Newtonian fluid as a function of the Reynolds number (Re), and …

Coordination changes in front-crawl swimming

R Carmigniani, L Seifert… - Proceedings of the …, 2020 - royalsocietypublishing.org
We report the evolution of the coordination with velocity in front-crawl swimming which is
used in competitions over a large range of distances (from 50 m up to 25 km in open-water …