Autonomous Mobile Robot Door Opening Actor-Critic Policy (PyTorch)
Door Opening for the Autonomous Mobile Robot — a trained Door Opening policy network with reference loading code. Captured/authored with joint encoders in the loop and validated against real Autonomous Mobile Robot kinematics. Drop-in ready for training, sim-to-real transfer, or on-robot deployment.
Demonstration clipfree preview
Left: real-world source footage. Right: a signal derived from it (inter-frame motion field or edge/feature map). Source & license are credited in the clip.
Preview
Free preview — no purchase requiredDeployment
CPU/GPU host deployment; no GPU required.
Frameworks
- Isaac Sim
Hardware
- Raspberry Pi 5Intel RealSense D435i
Sensors
- joint encoders
Specs
- Size: 732 KB
- Duration: 10s
- Validation loss 0.4229 after 114 epochs
- Isaac Sim compatible
Tags
$99
Commercial license
autonomous-mobile-robot-door-opening-actor-critic-policy-pytorch.zip · 732 KB
ND-Dev✓
Trust score
Would you deploy this in production?
Not enough votes yet. (0/3 so far)
Sign in to vote.
Reviews
0 reviews
No reviews yet. Be the first to share your experience.
More from ND-Dev
View profile →3D LiDAR Calibration for Autonomous Mobile Robot (.yaml)
Visual Servoing for the Autonomous Mobile Robot — precise intrinsic + extrinsic calibration for the 3D LiDAR. Captured/authored with 3D LiDAR in the loop and validated against real Autonomous Mobile Robot kinematics. Drop-in ready for training, sim-to-real transfer, or on-robot deployment.
Dual-Arm Torso Screw Driving Gym Environment
Screw Driving for the Dual-Arm Torso — a Gymnasium training environment. Captured/authored with joint encoders in the loop and validated against real Dual-Arm Torso kinematics. Drop-in ready for training, sim-to-real transfer, or on-robot deployment.
Hospital Ward Gazebo World (.sdf) — Dual-Arm Torso
Waypoint Navigation for the Dual-Arm Torso — a ready-to-load simulation world. Captured/authored with 2D LiDAR in the loop and validated against real Dual-Arm Torso kinematics. Drop-in ready for training, sim-to-real transfer, or on-robot deployment.
Related assets
3D LiDAR Calibration for Autonomous Mobile Robot (.yaml)
Visual Servoing for the Autonomous Mobile Robot — precise intrinsic + extrinsic calibration for the 3D LiDAR. Captured/authored with 3D LiDAR in the loop and validated against real Autonomous Mobile Robot kinematics. Drop-in ready for training, sim-to-real transfer, or on-robot deployment.
Autonomous Mobile Robot Grasp Synthesis Episode Log — 69 demos (GPS/RTK)
Grasp Synthesis for the Autonomous Mobile Robot — 66 labeled episodes with per-episode success flags and returns. Captured/authored with GPS/RTK in the loop and validated against real Autonomous Mobile Robot kinematics. Drop-in ready for training, sim-to-real transfer, or on-robot deployment.
Autonomous Mobile Robot Waypoint Navigation Nav2 Params
Waypoint Navigation for the Autonomous Mobile Robot — a ROS 2 launch + parameter configuration. Captured/authored with 2D LiDAR in the loop and validated against real Autonomous Mobile Robot kinematics. Drop-in ready for training, sim-to-real transfer, or on-robot deployment.