← All projectsGitHub
Robot manufacturing loops

Does an off-centre centre of mass need a harder grasp?

research/robofab-graspoffset

Does an off-centre centre of mass need a harder grasp? Ball-pad elliptic-cone bound matches MuJoCo within 1.1% (5× force at 20 mm offset); flat-pad MuJoCo lies between an equal-split and a best-split corner-contact bound (stylised).

6 tests

What it found

A follow-up to robofab-liftload, whose torque bracket was inconclusive. A 20 mm cube is pinched with its centre of mass shifted 0 to 20 mm in the pad plane. For ball pads (one point contact, an assumed torsional friction coefficient of 2 mm) the elliptic-cone bound matches MuJoCo within 1.1% and the needed force rises 5× (0.097 to 0.50 N). For flat pads the twist is resisted at the corner contacts: MuJoCo lies between an equal-split upper bound and a best-split lower bound at all eight offsets, and needs 0.39× the ball-pad force at 10 mm. The result is insensitive to the rotation tolerance (1, 3, 10°). Stylised: rigid pads, assumed friction, static hold only.

A figure from its own output

Figure produced by research/robofab-graspoffset: force
robofab-graspoffset/experiments/force.png, written by the project's own experiment code.

Paper, code and results

More in Robot manufacturing loops

All 53 Robot manufacturing loops projects →

Other research topics

Proper scoring & elicitation28Effort & peer prediction9Verification games & slashing19Detection & tolerances14Markets as routers13Prediction-market design9Paying contributors8Decentralised training systems23Digital twins & sim-to-real164LLM chip design loops40Robot manufacturing loops53Ambient AI assistant46Self-replicating manufacturing34Simulation-first design64Engineered clothing45Task-specific AI accelerators40Algorithmic chip-design loops42Open-source purpose-built robots44The software-engineering loop43Adversarial human imitation41Open-source residential construction41Autonomous multi-angle capture34Sensing, imaging and 3D31Energy supply and dense energy storage39Robot societies among people31Agentic co-design of low-cost robots27Laundry-hanging robots25Machine learning on qualitative data23Robots on the building site27Civilizations & group psychology1History & human sciences1

Produced with AI assistance (Claude). Results are from the code in this repository and are simulated or stylised unless the abstract says otherwise; nothing here implies affiliation with or endorsement by any lab, researcher or company cited. MIT licensed.