← Search

Data · dataset · 2026

Reproducibility package for reliability auditing of crack-informed spatial corrosion-field posteriors

Listed in Teesside University Research Data Repository

This reproducibility package supports the analysis of the probabilistic quality of 61-dimensional steel-weight-loss field posteriors conditioned on crack observations.

Description

It contains a frozen controlled-test matrix with 6,400 paired evaluation records from two independently generated stage-specific field sets evaluated under 16 mechanism scenarios, archived compact cINN checkpoints, analysis and validation code, machine-readable posterior-quality results, ten-seed crossed-bootstrap outputs, multiplicity-adjusted inference and threshold-sensitivity results, and provenance documentation.

The package supports reproduction of the archived analyses from frozen inputs and traceability of the reported results. Complete generation seeds for the historical training and validation data were not retained; therefore, it does not support exact regeneration of those datasets or exact from-scratch retraining of the original checkpoints. The package does not constitute coordinate-aligned real spatial validation or downstream failure-probability analysis.

Read the rest (1 more)

Third-party public specimen source files are not redistributed; their provenance and processing rules are documented separately.

Links

Where it is published

Catalogue records · 1

Topics

Provenance · 1 source records, 8 field assertions
SourceKeyLast seenRaw
Teesside University Research Data Repositoryoai:data.mendeley.com/hhhzhv8ymj.215 h agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].anzsrc:group:4005mapping · researchdata tees ac ukvocabulary-mapper@1.0.0keywords['Civil Engineering']
concepts[field].local:field:earth-environmentalmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
descriptionsource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0/metadata/dc/description
licensesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0/metadata/dc/rights
publication_datesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
titlesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0/metadata/dc/title