研究演示

研究演示

演示画廊

颗粒材料操作 · 可微分物理 · Sim-to-Real

DDBot

Differentiable Physics-Based Digging Robot for Unknown Granular Materials

IEEE Transactions on Robotics, 2025

可变形材料 · 系统辨识 · 真实机器人

DPSI

Differentiable Physics-Based System Identification for Robotic Manipulation of Elastoplastic Materials

The International Journal of Robotics Research, 2025

颗粒材料操作 · 技能学习 · 可微分仿真

Celebi's Choice

Learning Robotic Manipulation of Granular Materials through Differentiable Physics

IEEE/RSJ IROS, 2025

可供性学习 · 接触密集操作 · 强化学习

GAM

General Affordance-Based Manipulation for Contact-Rich Object Disentangling Tasks

Neurocomputing 578, 127386, 2024

分层强化学习 · 移动机器人 · 导航

Mapless Navigation

Efficient Hierarchical Reinforcement Learning for Mapless Navigation with Predictive Neighbouring Space Scoring

IEEE Transactions on Automation Science and Engineering, 2024

工业机器人操作 · 感知 · 抓取与放置

KUKA Pick and Place

Vision-Based Pick-and-Place with an Industrial KUKA Manipulator

机器人演示

长时序操作 · 分层强化学习 · 可复用技能

UOF

Hierarchical Reinforcement Learning with Universal Policies for Multi-Step Robotic Manipulation

IEEE Transactions on Neural Networks and Learning Systems, 2021

更多项目资源

其他相关研究项目的论文、代码与项目页面。

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  • An Open-Source Multi-Goal Reinforcement Learning Environment for Robotic Manipulation with PyBullet代码 →
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