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Learning agile and dynamic motor skills for legged robots


Learning agile and dynamic motor skills for legged robots - arXiv

We introduce a method for training a neural network policy in simulation and transferring it to a state-of-the-art legged system.

Learning agile and dynamic motor skills for legged robots - Science

We introduce a method for training a neural network policy in simulation and transferring it to a state-of-the-art legged system.

Learning Agile and Dynamic Motor Skills for Legged Robots

Paper link: http://robotics.sciencemag.org/content/4/26/eaau5872.

Learning agile and dynamic motor skills for legged robots

Legged robots pose one of the greatest challenges in robotics. Dynamic and agile maneuvers of animals can-.

[PDF] Learning agile and dynamic motor skills for legged robots

This work introduces a method for training a neural network policy in simulation and transferring it to a state-of-the-art legged system, thereby leveraging ...

Learning agile and dynamic motor skills for legged robots (Science ...

Learning agile and dynamic motor skills for legged robots (Science) [Sim-to-real, Curriculum learning, RL for continuous control, System ID].

Learning agile and dynamic motor skills for legged robots (Science ...

Compelling paper (and accompanying video). Would be interested in an extension that continues learning during hardware implementation.

Learning agile and dynamic motor skills for legged robots

Request PDF | Learning agile and dynamic motor skills for legged robots | Legged robots pose one of the greatest challenges in robotics. Dynamic and agile ...

junja94/anymal_science_robotics_supplementary - GitHub

Supplementary materials for "Learning Agile and Dynamic Motor Skills for Legged Robots" - junja94/anymal_science_robotics_supplementary.

Notes on [Learning Agile and Dynamic Motor Skills for Legged ...

Outline. This paper talks about the simulation-to-real transfer problem in context of robotics and proposes a technique for the same for legged ...

Learning agile and dynamic motor skills for legged robots. - Abstract

Abstract. Legged robots pose one of the greatest challenges in robotics. Dynamic and agile maneuvers of animals cannot be imitated by existing methods that are ...

Learning agile and dynamic motor skills for legged robots - SciSpace

TL;DR: In this paper, an imitation learning system that enables legged robots to learn agile locomotion skills by imitating real-world animals is presented, ...

Learning agile and dynamic motor skills for legged robots - OUCI

A method for learning agile control policies uses simulated data to enable precise, efficient movements in a complex physical robot.

LEARNING AGILE LEGGED LOCOMOTION WITH SIMULATED ...

Learning agile and dynamic motor skills for legged robots. Science. Robotics, 2019. 10. Page 11. Chieko Imai, Minghao Zhang, Yuchen Zhang, Marcin Kierebinski ...

Learning agile and dynamic motor skills for legged robots - Altmetric

Learning agile and dynamic motor skills for legged robots. Overview of attention for article published in Science Robotics, January 2019. Altmetric Badge ...

Learning agile and dynamic motor skills for legged robots

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Learning Agile and Dynamic Motor Skills for Legged Robots

Jemin Hwangbo and colleagues trained a neural network (or computer system) through multiple RL simulations, which they then transferred into ...

Learning agile and dynamic motor skills for legged robots - Altmetric

Learning agile and dynamic motor skills for legged robots · About this Attention Score · Mentioned by · Citations · Readers on · X Demographics · Mendeley ...

Learning Agile Locomotion Skills with a Mentor - YouTube

Learning Agile and Dynamic Motor Skills for Legged Robots. Robotic Systems Lab: Legged Robotics at ETH Zürich•67K views · 5:09. Go to channel ...

Learning agile and dynamic motor skills for legged robots - SlideShare

Technique details : Deployment on the physical system • Custom MLP implementation and the trained parameter.