Update README.md
Browse files
README.md
CHANGED
|
@@ -1,3 +1,80 @@
|
|
| 1 |
-
---
|
| 2 |
-
|
| 3 |
-
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language:
|
| 3 |
+
- en
|
| 4 |
+
license: mit
|
| 5 |
+
pretty_name: Fusion TBR Breeder–Extraction Decoupling Drift Detection v0.1
|
| 6 |
+
dataset_name: fusion-tbr-breeder-extraction-decoupling-drift-detection-v0.1
|
| 7 |
+
tags:
|
| 8 |
+
- clarusc64
|
| 9 |
+
- fusion
|
| 10 |
+
- tritium
|
| 11 |
+
- breeding-blanket
|
| 12 |
+
- extraction
|
| 13 |
+
- drift-detection
|
| 14 |
+
task_categories:
|
| 15 |
+
- tabular-regression
|
| 16 |
+
- tabular-classification
|
| 17 |
+
size_categories:
|
| 18 |
+
- 1K<n<10K
|
| 19 |
+
configs:
|
| 20 |
+
- config_name: default
|
| 21 |
+
data_files:
|
| 22 |
+
- split: train
|
| 23 |
+
path: data/train.csv
|
| 24 |
+
- split: test
|
| 25 |
+
path: data/test.csv
|
| 26 |
+
---
|
| 27 |
+
Dataset goal
|
| 28 |
+
|
| 29 |
+
Detect when breeder depletion state stops predicting extraction performance.
|
| 30 |
+
|
| 31 |
+
This is the quiet failure mode:
|
| 32 |
+
|
| 33 |
+
breeder inventory looks adequate
|
| 34 |
+
|
| 35 |
+
neutron conditions look nominal
|
| 36 |
+
|
| 37 |
+
observed TBR slides because extraction decouples
|
| 38 |
+
|
| 39 |
+
Required outputs
|
| 40 |
+
|
| 41 |
+
drift_gradient
|
| 42 |
+
|
| 43 |
+
decoherence_score
|
| 44 |
+
|
| 45 |
+
decoupling_flag
|
| 46 |
+
|
| 47 |
+
Optional classification
|
| 48 |
+
|
| 49 |
+
primary_decoupling_mode
|
| 50 |
+
|
| 51 |
+
none
|
| 52 |
+
|
| 53 |
+
transport_delay
|
| 54 |
+
|
| 55 |
+
extraction_drop
|
| 56 |
+
|
| 57 |
+
inventory_trap
|
| 58 |
+
|
| 59 |
+
mixed
|
| 60 |
+
|
| 61 |
+
Typical decoupling patterns
|
| 62 |
+
|
| 63 |
+
extraction_drop
|
| 64 |
+
extraction efficiency falls faster than depletion would predict
|
| 65 |
+
|
| 66 |
+
inventory_trap
|
| 67 |
+
lithium inventory declines and helium rises
|
| 68 |
+
but extraction does not track generated tritium
|
| 69 |
+
|
| 70 |
+
transport_delay
|
| 71 |
+
generated and extracted remain close
|
| 72 |
+
but timing lag grows and coherence weakens
|
| 73 |
+
|
| 74 |
+
Use cases
|
| 75 |
+
|
| 76 |
+
blanket operations and fuel-cycle monitoring
|
| 77 |
+
|
| 78 |
+
tritium plant tuning and de-trapping cycles
|
| 79 |
+
|
| 80 |
+
early warning before TBR drops below self-sufficiency
|