id string | reactor_type string | burnup_gwdt int64 | linear_heat_kw_m int64 | pellet_temp_c int64 | cladding_temp_c int64 | pellet_expansion_um float64 | cladding_strain_pct float64 | fgr_pct float64 | expected_coupling_score float64 | decoupling_flag int64 | notes string |
|---|---|---|---|---|---|---|---|---|---|---|---|
FCB-001 | PWR | 5 | 18 | 900 | 330 | 8.1 | 0.12 | 0.4 | 0.94 | 0 | Early cycle stable coupling |
FCB-002 | PWR | 12 | 20 | 980 | 350 | 9.3 | 0.15 | 0.7 | 0.91 | 0 | Normal expansion-strain relation |
FCB-003 | PWR | 25 | 22 | 1,040 | 370 | 10.4 | 0.19 | 1.1 | 0.88 | 0 | Mid burnup coherent |
FCB-004 | PWR | 38 | 24 | 1,120 | 390 | 11.6 | 0.23 | 1.6 | 0.86 | 0 | Expected creep growth |
FCB-005 | PWR | 45 | 26 | 1,200 | 410 | 13.2 | 0.31 | 2.4 | 0.72 | 1 | Strain rising faster than expansion |
FCB-006 | BWR | 30 | 19 | 980 | 360 | 9.7 | 0.18 | 1.5 | 0.87 | 0 | BWR stable relation |
FCB-007 | BWR | 42 | 22 | 1,090 | 385 | 11.8 | 0.27 | 2.1 | 0.74 | 1 | Gas release spike vs strain |
FCB-008 | SMR | 15 | 17 | 910 | 325 | 8.5 | 0.13 | 0.5 | 0.92 | 0 | SMR baseline |
FCB-009 | SMR | 35 | 23 | 1,110 | 395 | 12.1 | 0.29 | 2 | 0.75 | 1 | Expansion-cladding mismatch |
FCB-010 | PWR | 50 | 28 | 1,250 | 430 | 14 | 0.36 | 3.2 | 0.68 | 1 | Late burnup drift |
What this dataset tests
Whether a model can map the baseline coherent relationship between:
fuel pellet thermal expansion
cladding creep/strain
fission gas release
before failure risk emerges.
The goal is to learn the normal coupling surface across burnup cycles and identify early decoherence.
Required model outputs
coupling_score
decoupling_flag
Why it matters
Fuel rod failure rarely begins with a single threshold breach. It begins when pellet expansion stops predicting cladding strain. Or when gas release stops tracking mechanical stress.
This dataset establishes the baseline coupling manifold used by later drift and failure-horizon datasets.
Use case
reactor digital twins
predictive maintenance
burnup cycle risk modeling
SMR and PWR fuel monitoring systems
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