Investigated reinforcement learning (RL) algorithms using the Franka Emika Panda arm in PyBullet, achieving 100% success in reaching tasks. SAC improved pushing performance to 95%, while DDPG led in pick-and-place tasks. On-policy methods like PPO and A2C showed limited effectiveness.
☆12Jan 6, 2025Updated last year
Alternatives and similar repositories for Task-Oriented-Reinforcement-Learning-for-Robotic-Arm-Manipulation
Users that are interested in Task-Oriented-Reinforcement-Learning-for-Robotic-Arm-Manipulation are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Controlling a 7 DOF manipulator from the panda gym reacher environment using DDPG☆11Feb 9, 2024Updated 2 years ago
- ☆18Jul 31, 2025Updated last year
- A custom PyBullet environment for UR5 pick-and-place task. Trained using the SAC algorithm from Stable-Baselines3 for continuous control …☆81Aug 10, 2025Updated last year
- Isaacsim Env. for husky with ur5 arm and robotiq_2f_140 gripper☆15Jul 30, 2024Updated 2 years ago
- This repository implements pi0, pi0fast and smolvla models on sim and real robots using Lerobot interface☆16Jul 30, 2025Updated last year
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Model Predictive Control implemented for Franka Emica Panda manipulator, simulated in Mujoco☆10Jun 14, 2024Updated 2 years ago
- 💡 Grasp - Pick-and-place with a robotic hand 👨🏻💻☆13Dec 15, 2023Updated 2 years ago
- PPO reinforcement learning for a 7-DoF Kinova Gen3 arm in MuJoCo: reaching and obstacle avoidance across three environments.☆23Jun 19, 2026Updated 4 months ago
- Running 6DoF robotic arm on Mujoco environment☆28Nov 14, 2022Updated 3 years ago
- An implementation of Klampt Inverse Kinematic (IK) solution for Kinova Gen 3 robotic arm, including position control and calculated veloc…☆10Nov 24, 2021Updated 4 years ago
- Exploiting Hybrid Policy in Reinforcement Learning for Interpretable Temporal Logic Manipulation☆13Jan 16, 2025Updated last year
- A Python implementation of "Expansion-GRR: Efficient Generation of Smooth Global Redundancy Resolution Roadmaps"☆14Feb 10, 2026Updated 8 months ago
- Franka Panda Bi-Manual Manipulation simulated on MuJoCo☆38Aug 8, 2024Updated 2 years ago
- ☆38Feb 16, 2025Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Mujoco xml model for the Fetch Robotics Freight mobile base + Panda arm☆12Nov 29, 2023Updated 2 years ago
- This project utilizes deep reinforcement learning techniques to train a robot, which combines a mobile platform and a Panda robotic arm, …☆11Jun 7, 2023Updated 3 years ago
- ☆12Aug 30, 2024Updated 2 years ago
- Implementation of a smart home management system at the edge of network for a research project on Edge Computing☆10Jul 3, 2019Updated 7 years ago
- Pick & place code for testing dynamic grasping packages (GPD and GQCNN) with the Kinova Gen3 arm☆14May 12, 2021Updated 5 years ago
- A robotic arm that learns to pick and place objects using reinforcement learning.☆23Jul 20, 2025Updated last year
- A library of Python function for the kinematic and dynamic equations of Kinova Gen3 robot.☆12Apr 24, 2024Updated 2 years ago
- Code for "Sample-efficient Deep Reinforcement Learning of Mobile Manipulation for 6-DOF Trajectory Following"☆15Mar 19, 2025Updated last year
- Code for controlling a Kinova Gen3 Manipulator via Drake.☆32Sep 20, 2023Updated 3 years ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- The code for paper -- 'PCF-Grasp: Converting Point Completion to Geometry Feature to Enhance 6-DoF Grasp'☆20Dec 15, 2025Updated 10 months ago
- 16-QAM implemented on Xilinx Basys3, running at 100 MHz, sending the preamble of the U.S. const.☆10Nov 14, 2018Updated 7 years ago
- Framework for integrating ROS and Gazebo with gymnasium, streamlining the development and training of RL algorithms in realistic robot si…☆52Jun 24, 2024Updated 2 years ago
- The repository includes improved A*, RRT*, Goal-bias RRT, Path clipping of Goal-bias RRT and APFG-RRT.☆11Jul 12, 2024Updated 2 years ago
- ☆17May 24, 2025Updated last year
- IsaacSim Underwater is a GPU-accelerated underwater robotics simulation in NVIDIA Isaac Sim 5.1.☆19Sep 21, 2026Updated 3 weeks ago
- Simulation models, and corresponding motion planning and controlling demos of the robotic manipulator xArm6 from UFACTORY☆24Dec 31, 2025Updated 9 months ago
- I apply DDPG+HER for a Nachi_mz07 robot arm with ROS, Gazebo and OpenAI_ROS framework☆16May 13, 2023Updated 3 years ago
- This project uses Stable-Baselines3 reinforcement learning algorithms (e.g., PPO, SAC, A2C) with the PyBullet simulation environment to t…☆14May 11, 2025Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- initial repo for rl-waypoints project☆18Aug 16, 2024Updated 2 years ago
- 对16QAM信号进行解调,同步头的提取,解调出同相和正交信号,将滤波后的I路和Q路信号叠加,画出星座图,再对星座图的偏移进行纠正☆12Mar 22, 2021Updated 5 years ago
- Implementation of RRT-Star to manipulate objects in ROS Gazebo with a 6-DOF robotic arm☆17Feb 11, 2024Updated 2 years ago
- Python version of MoveIt's Pick and Place Tutorial☆21Sep 10, 2022Updated 4 years ago
- legbot四足/四轮足机器人Isaac lab训练框架,包含PPO、PPO+MoE+CTS、WF-CTS-MOE(四轮足训练—真机已验证多种地形的鲁棒运动),可实现多种地形下的鲁棒运动控制。☆41Updated this week
- Implementation of real-time variant of RRT* called RT-RRT* capable of dealing with dynamic obstacles and changing goal locations.☆11May 31, 2022Updated 4 years ago
- Mujoco model of the Kinova Gen3 robot☆21Feb 25, 2025Updated last year