pith:BIVLD5KC
Identifiability Limits in Ultrasonic Microstructure Characterisation: A Canonical and Stochastic Framework
Identifiability limits in ultrasonic microstructure characterization arise from forward-map structure and intrinsic variability rather than rank deficiency alone.
arxiv:2605.13057 v1 · 2026-05-13 · physics.app-ph
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Claims
identifiability limits are governed primarily by forward-map structure and intrinsic variability, with direct implications for observable selection and measurement design.
The surrogate microstructures represented by Gaussian random fields adequately capture the essential statistical properties of real materials, and the forward map from D and T to attenuation and velocity observables remains structurally full rank under these modeling choices.
Identifiability limits in ultrasonic microstructure characterization are governed by forward-map structure and intrinsic stochastic variability, with combined observables improving conditioning through complementary sensitivities.
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Receipt and verification
| First computed | 2026-05-18T03:08:59.180544Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
0a2ab1f5420961aa22447cc34e7a87ea71cd2a5518a1b30ea4b44e57b14bfcd8
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BIVLD5KCBFQ2UISEPTBU46UH5J \
| 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())"
# expect: 0a2ab1f5420961aa22447cc34e7a87ea71cd2a5518a1b30ea4b44e57b14bfcd8
Canonical record JSON
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