RobotLearningHub

Universal Robots

UR10e

From a learning point of view

The UR10e is the UR5e's bigger sibling: same controller and software, 12.5 kg payload and 1.3 m reach. That makes it the arm you pick when the gripper and the part together exceed 5 kg, or the workspace is a full pallet or machine. In the learning literature it appears far less often than the UR5e, so fewer public datasets and pretrained policies target it directly, but anything written for RTDE transfers with minimal changes.

Manufacturer page

Good for learning

  • Same tooling as UR5e so policies and drivers carry over
  • Payload and reach suit machine tending and palletizing
  • Industrial support network

Watch out for

  • Few published learning results and no public datasets specific to it
  • Higher inertia makes fast contact-rich tasks harder
  • Price not published

Simulators

mujocoisaac_labgazebo

Public datasets on this robot

None known

Control & SDK

Same software stack as the UR5e: RTDE at 500 Hz, official ROS 2 driver, URScript. Payload was raised to 12.5 kg in 2022. Larger reach and inertia mean slower safe speeds near people.

Specs
Manufacturer
Universal Robots
Category
Arm
Degrees of freedom
6
Payload
12.5 kg
Reach
1300 mm
Price
Not disclosed
Availability
Shipping

Reviewed results on this robot (1)

TaskAlgorithmMaturitySuccessnGradeYear
—Diffusion PolicyLab—15B2025