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).
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

Paper, code and results
More in Robot manufacturing loops
- Does the friction-grasp bound survive lift acceleration and an off-centre centre of mass?Does the friction-grasp bound survive lift acceleration and an off-centre centre of mass? Scaled bound matches MuJoCo within 6% over 66 cases; the torque bracket for an off-centre bar is inconclusive and depends on the rotation tolerance (stylised).
- Is the off-centre bar result in robofab-liftload a grasp effect or solver creep?Is the off-centre bar result in
robofab-liftloada grasp effect or solver creep? The bar creeps at about 3.7 deg/s from 0.3 to 3 N in MuJoCo, with a rate set by contact settings, so the earlier verdict reflects the simulator (stylised). - Does a rate-based "holds" criterion make a MuJoCo grasp verdict independent of solver settings?Does a rate-based "holds" criterion make a MuJoCo grasp verdict independent of solver settings? No: the minimum holding force still varies 33x to 400x or more across contact settings, like a 1 degree tolerance (negative, stylised).
- Is any rate threshold settings-robust for a MuJoCo grasp "holds" verdict?Is any rate threshold settings-robust for a MuJoCo "holds" verdict? Spread falls with the allowed tip speed and is 1.6 only at a loose 20 mm/s (0.5 s, 10 mm); 242.7 to 400 at 2 mm/s or less (stylised, preliminary).
- Does the loose 20 mm/s “holds” threshold stay settings-robust at other friction and under lift?Does the loose 20 mm/s "holds" threshold stay settings-robust at other friction and under lift? It is the only threshold under 5x spread in all six conditions (1.6 to 4.5), every other is at least 20x (stylised, preliminary).
- Does a stiffer friction cone make the held-bar result in robofab-liftload threshold-free?Does a stiffer friction cone make the held-bar result threshold-free? Creep falls about as 1/
impratio(3.66 to 0.004 deg/s); fromimpratio10 the 1 and 5 degree forces agree within 26%, and MuJoCo needs 0.67 to 1.17 times the old torque bracket's lower bound (stylised).
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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.