metadata
language:
- en
license: mit
pretty_name: Fission Fuel Rod Failure Horizon & Mitigation Routing v0.1
dataset_name: fission-fuel-rod-failure-horizon-and-mitigation-routing-v0.1
tags:
- clarusc64
- nuclear
- fission
- predictive-maintenance
- fuel-integrity
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
Goal
Predict when fuel rod integrity will fail and what mitigation should be taken.
This is the third layer in the fuel-cladding coherence trinity.
Layer 1 Baseline coupling
Layer 2 Drift detection
Layer 3 Failure horizon and routing
Model outputs
failure_horizon_cycles
mitigation_action
Why it matters
Fuel rod failures rarely occur instantly. They emerge from sustained thermo-mechanical drift.
Predicting the horizon allows:
power derating
inspection scheduling
controlled shutdown
avoidance of cladding rupture
Use cases
reactor digital twins
SMR predictive maintenance
burnup cycle optimization
safety margin forecasting