Flow navigation by smart microswimmers
WebMar 1, 2024 · Flow Navigation by Smart Microswimmers via Reinforcement Learning. Colabrese S, Gustavsson K, Celani A, Biferale L. Phys Rev Lett, 118(15):158004, 12 Apr 2024 Cited by: 15 articles PMID: 28452499. Physics of microswimmers--single particle motion and collective behavior: a review. Elgeti J, Winkler RG ... WebApr 12, 2024 · A reinforcement learning algorithm allows particles to learn effective strategies even in difficult situations when, in the absence of control, they would end up …
Flow navigation by smart microswimmers
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WebMar 16, 2024 · Flow Navigation by Smart Microswimmers via Reinforcement Learning. Article. Full-text available. Jan 2024; Simona Colabrese; Kristian Gustavsson; Antonio Celani; Luca Biferale; WebJan 30, 2024 · Flow Navigation by Smart Microswimmers via Reinforcement Learning. Smart active particles can acquire some limited knowledge of the fluid environment from …
WebMay 17, 2024 · Flow Navigation by Smart Microswimmers via Reinforcement Learning Simona Colabrese, Kristian Gustavsson, Antonio Celani, and Luca Biferale Phys. Rev. … WebMay 9, 2024 · Efficient navigation in complex flows is of crucial importance for robotic applications. This work presents a numerical study of the point-to-point navigation of a fish-like swimmer in a time-varying vortical flow with a hybrid method of deep reinforcement learning (DRL) and immersed boundary–lattice Boltzmann method (IB-LBM). The vortical …
WebDec 1, 2024 · This ability of targeted navigation via adaptive gait-switching is particularly desirable for the development of smart artificial microswimmers that can perform complex biomedical tasks such as targeted drug delivery and microsurgery in an autonomous manner. ... We show that the strategy advised by AI is robust to flow perturbations and ... WebApr 26, 2024 · Abstract: As compared to the well explored problem of how to steer a macroscopic agent, like an airplane or a moon lander, to optimally reach a target, optimal navigation strategies for microswimmers experiencing hydrodynamic interactions with walls and obstacles are far-less understood Here, we systematically explore this problem …
WebJan 30, 2024 · Flow Navigation by Smart Microswimmers via Reinforcement Learning. Smart active particles can acquire some limited knowledge of the fluid environment from …
WebDec 1, 2024 · This ability of targeted navigation via adaptive gait-switching is particularly desirable for the development of smart artificial microswimmers that can perform … chipped drinking glass rim repairWebFlow Navigation by Smart Microswimmers via Reinforcement Learning Simona Colabrese,1 Kristian Gustavsson,1,2 Antonio Celani,3 and Luca Biferale1 1Department … granularity in fact tableWebAug 1, 2024 · Related to the latter, gliders have learned to navigate in a turbulent flow [17,18] and microswimmers learned a complex flow ... Flow Navigation by Smart Microswimmers via Reinforcement Learning. chipped door french door samsung refrigeratorWebMay 27, 2024 · Oct. 7, 2024 — Autonomous optimal navigation of microswimmers is in fact possible, as researchers have recently shown. In contrast to the targeted navigation of boats, the motion of swimmers at ... granularity informationWebJan 18, 2024 · The development of microscopic artificial swimmers that can cross biological barriers, move through bodily fluids, and access remote pathological sites can revolutionize targeted therapies (10–13).Seminal work demonstrated the feasibility of following the example of prokaryotic (14, 15) or eukaryotic flagellum for building magnetically … chipped duramaxWebThe ability of how fish can harness the vortices in the flow field of others for ... would considerably extend the current computational studies into real-world applications for the … chipped drivewaychipped driveway repair