Reinforcement Learning

Learning-based Locomotion方法总结

总结基于学习的Locomotion方法

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YasenJia
Learning Robust Quadrupedal and Bipedal Locomotion on a Quadruped Robot using One Policy featured image

Learning Robust Quadrupedal and Bipedal Locomotion on a Quadruped Robot using One Policy

Locomotion is an essential ability for legged robots to be applied in various conditions. The ability to perform quadrupedal and bipedal locomotion on one robot can bring excellent …

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YasenJia
Design and Learning-based Control of Agile-PF: an Agile and Easy-to-Reproduce Point-Foot Biped Robot featured image

Design and Learning-based Control of Agile-PF: an Agile and Easy-to-Reproduce Point-Foot Biped Robot

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YasenJia
Quadruped Robot Parkour featured image

Quadruped Robot Parkour

Abstract Train a quadruped robot parkour policy using RL. The end-to-end policy receives depth image and proprioceptive observation as input and outputs desired joint angles. Demo …

Learning Robust Quadrupedal and Bipedal Locomotion on a Quadruped Robot using One Policy featured image

Learning Robust Quadrupedal and Bipedal Locomotion on a Quadruped Robot using One Policy

Abstract Locomotion is an essential ability for legged robots to be applied in various conditions. The ability to perform quadrupedal and bipedal locomotion on one robot can bring …

Design and Learning-based Control of Agile-PF: an Agile and Easy-to-Reproduce Point-Foot Biped Robot featured image

Design and Learning-based Control of Agile-PF: an Agile and Easy-to-Reproduce Point-Foot Biped Robot

Abstract Latest progress in Reinforcement Learning (RL) has spurred growing interest in the development of biped robots. Multiple human-size and small-scale biped robots have …

LeggedGym-Ex featured image

LeggedGym-Ex

A legged_gym based framework for training legged robots in Genesis, IsaacGym and IsaacSim. This project inherits legged_gym’s framework and brings it to various latest simulators. …

Effects of Prior Knowledge for Stair Climbing of Bipedal Robots Based on Reinforcement Learning featured image

Effects of Prior Knowledge for Stair Climbing of Bipedal Robots Based on Reinforcement Learning

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