Datasetpublic

ClarusC64/aerogel-structural-manifold-integrity-v0.1

Goal Detect when an aerogel loses structural integrity before visible collapse. Core idea Aerogel failure is not a single crack.It is a distortion of the vibration–density–pore manifold. Three signals must stay coherent: densityelastic moduluspore network structure When they decouple, collapse follows. Inputs bulk density nanoindentation modulus pore size distribution load cycling acoustic or strain indicators Required outputs structural_coherence_score manifold_distortion_rate… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aerogel-structural-manifold-integrity-v0.1.

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Goal

Detect when an aerogel loses structural integrity before visible collapse.

Core idea

Aerogel failure is not a single crack. It is a distortion of the vibration–density–pore manifold.

Three signals must stay coherent:

density elastic modulus pore network structure

When they decouple, collapse follows.

Inputs

—bulk density
—nanoindentation modulus
—pore size distribution
—load cycling
—acoustic or strain indicators

Required outputs

—structuralcoherencescore
—manifolddistortionrate
—collapseriskflag
—integrityhorizoncycles
—minimalstabilizationplan

Risk flag

0 stable 1 collapse likely

Use cases

—aerospace insulation
—lightweight structural aerogels
—thermal shielding
—cryogenic systems

Evaluation

Checks:

all fields present scores in valid ranges clear stabilization action