Update README.md
Browse files
README.md
CHANGED
|
@@ -1,3 +1,71 @@
|
|
| 1 |
-
---
|
| 2 |
-
|
| 3 |
-
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language:
|
| 3 |
+
- en
|
| 4 |
+
license: mit
|
| 5 |
+
pretty_name: Fission Fuel Rod Failure Horizon & Mitigation Routing v0.1
|
| 6 |
+
dataset_name: fission-fuel-rod-failure-horizon-and-mitigation-routing-v0.1
|
| 7 |
+
tags:
|
| 8 |
+
- clarusc64
|
| 9 |
+
- nuclear
|
| 10 |
+
- fission
|
| 11 |
+
- predictive-maintenance
|
| 12 |
+
- fuel-integrity
|
| 13 |
+
task_categories:
|
| 14 |
+
- tabular-regression
|
| 15 |
+
- tabular-classification
|
| 16 |
+
size_categories:
|
| 17 |
+
- 1K<n<10K
|
| 18 |
+
configs:
|
| 19 |
+
- config_name: default
|
| 20 |
+
data_files:
|
| 21 |
+
- split: train
|
| 22 |
+
path: data/train.csv
|
| 23 |
+
- split: test
|
| 24 |
+
path: data/test.csv
|
| 25 |
+
---
|
| 26 |
+
Goal
|
| 27 |
+
|
| 28 |
+
Predict when fuel rod integrity will fail
|
| 29 |
+
and what mitigation should be taken.
|
| 30 |
+
|
| 31 |
+
This is the third layer in the fuel-cladding coherence trinity.
|
| 32 |
+
|
| 33 |
+
Layer 1
|
| 34 |
+
Baseline coupling
|
| 35 |
+
|
| 36 |
+
Layer 2
|
| 37 |
+
Drift detection
|
| 38 |
+
|
| 39 |
+
Layer 3
|
| 40 |
+
Failure horizon and routing
|
| 41 |
+
|
| 42 |
+
Model outputs
|
| 43 |
+
|
| 44 |
+
failure_horizon_cycles
|
| 45 |
+
|
| 46 |
+
mitigation_action
|
| 47 |
+
|
| 48 |
+
Why it matters
|
| 49 |
+
|
| 50 |
+
Fuel rod failures rarely occur instantly.
|
| 51 |
+
They emerge from sustained thermo-mechanical drift.
|
| 52 |
+
|
| 53 |
+
Predicting the horizon allows:
|
| 54 |
+
|
| 55 |
+
power derating
|
| 56 |
+
|
| 57 |
+
inspection scheduling
|
| 58 |
+
|
| 59 |
+
controlled shutdown
|
| 60 |
+
|
| 61 |
+
avoidance of cladding rupture
|
| 62 |
+
|
| 63 |
+
Use cases
|
| 64 |
+
|
| 65 |
+
reactor digital twins
|
| 66 |
+
|
| 67 |
+
SMR predictive maintenance
|
| 68 |
+
|
| 69 |
+
burnup cycle optimization
|
| 70 |
+
|
| 71 |
+
safety margin forecasting
|