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language:
- en
license: mit
pretty_name: Passivation Layer Breakdown Mapping v0.1
dataset_name: materials-passivation-layer-breakdown-mapping-v0.1
tags:
- clarusc64
- materials
- corrosion
- alloys
- electrochemistry
- failure-prediction
task_categories:
- tabular-regression
- tabular-classification
size_categories:
- 1K<n<10K
configs:
- config_name: default
data_files:
- split: train
path: data/train.csv
- split: test
path: data/test.csv
---
What this dataset tests
Whether a system can detect
loss of coherence between
electrochemical impedance
surface micro-pH
pit nucleation signals
before visible corrosion failure.
Corrosion begins as relationship collapse
not visible damage.
Required outputs
passivation_coherence_score
pit_growth_acceleration
breakdown_risk_flag
time_to_pitting
critical_surface_zone
protective_action
Use case
Marine alloys
chemical plants
energy infrastructure
aerospace
Detect passivation collapse
before pitting cascade.
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