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Hardware & control

Loco-manipulation

Loco-manipulation is the integrated performance of locomotion and object manipulation, in which a robot moves its own body while reaching, carrying, pushing, pulling, or otherwise controlling something in the environment. In humanoids and other legged robots, the task couples contact planning, balance, whole-body motion, and manipulation rather than treating walking and arm control as independent stages.

Also known as: loco manipulation, locomotion-manipulation, locomotion and manipulation

Updated

Movement of the robot and object are coupled

The humanoid locomotion and manipulation survey defines loco-manipulation around both the robot's mobility and the movement of objects. Examples include walking while carrying a load, pushing a trolley, opening a heavy door or stepping into reach while maintaining contact.

The term is a specialised form of mobile manipulation. Mobile manipulation also includes wheeled systems and tasks that drive, stop and then move an arm. “Loco-manipulation” is used particularly for legged robots and often signals that locomotion and manipulation must be planned or controlled together.

Humanoids cannot isolate the arms from balance

An upper-body contact creates forces that travel through the torso and feet. Moving a load changes the centre of mass, available support and feasible foot placements. A controller may need to choose hand contacts, body posture and steps as parts of one problem.

Whole-body manipulation is related but not identical. It emphasises using surfaces beyond the hands, such as a chest or forearm, to control an object. Loco-manipulation emphasises movement of the robot itself during manipulation; one task can satisfy both descriptions.

The transition is part of the training record

GRAIL includes humanoid sequences for pick-up, whole-body manipulation, sitting and terrain traversal. Such data is most useful when it preserves the transitions between approach, foot placement, reach, contact, load transfer and recovery rather than splitting the task into unrelated walking and grasping clips.

A loco-manipulation episode should align base and joint state, foot contacts, hand state, object motion, actions, terrain observations and balance-relevant signals. The target embodiment and controller must also be recorded because a physically plausible trajectory for one humanoid may violate another robot's reach, payload or support limits.

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