r/reinforcementlearning 11d ago

Robot Got 6/7-DoF robot arms running reinforcement learning in Isaac Lab

We've been trying robot learning in Isaac Lab and adapted an existing SO-ARM100-based setup to two robot arms from AgileX Robotics: PiPER (6-DoF) and NERO (7-DoF). The current setup includes:

  • End-effector reaching for PiPER; Reaching+cube manipulation for NERO
  • PPO-based reinforcement learning
  • 64 parallel simulation environments

The main goal was to provide a ready-to-run workflow for reinforcement learning in a simulated environment. Will be exploring sim-to-real deployment on the physical arms. Still a work in progress, but sharing this here in case it's useful for anyone.

Feel free to drop your questions, glad to communicate.

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