pith:T27QYCIH
Inverse Design of Metainterfaces for Static Friction Control: Beyond the Hertzian Limit
General axisymmetric asperities enable nonlinear static friction responses beyond standard Hertzian limits through inverse design.
arxiv:2605.11012 v2 · 2026-05-10 · cond-mat.soft
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Claims
By utilizing general axisymmetric asperities, we unlock nonlinear macroscopic responses unattainable by standard Hertzian contacts... we leverage regularized physical gradients to automatically discover non-standard topographies that reproduce complex target friction laws, with only a few asperities in unit cells. The predicted designs are strictly validated against high-fidelity Boundary Element Method (BEM) simulations.
That the fully differentiable contact mechanics engine accurately captures the physics of general axisymmetric asperities at the relevant scales and that the regularized gradients reliably guide the optimizer to physically realizable designs without hidden instabilities or fabrication constraints.
A differentiable physics engine inside a neural network discovers non-Hertzian asperity shapes that produce programmable nonlinear friction-area relations, validated by BEM simulations.
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Receipt and verification
| First computed | 2026-05-20T02:05:45.853973Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
9ebf0c0907280de663045df3672ee6d1921b9549d7b1e6b596d8277069f5e785
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curl -sH 'Accept: application/ld+json' https://pith.science/pith/T27QYCIHFAG6MYYELXZWOLXG2G \
| jq -c '.canonical_record' \
| python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
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Canonical record JSON
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