---
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.