Datasets:
id stringclasses 10
values | reactor_type stringclasses 1
value | salt_system stringclasses 4
values | temperature_c int64 640 740 | redox_potential_mv int64 -440 -290 | fission_product_load_index float64 0.09 0.38 | alloy_type stringclasses 2
values | corrosion_rate_um_per_year int64 5 35 | baseline_coherence_index float64 0.65 0.96 | drift_indicator stringclasses 6
values | corrosive_regime_flag bool 2
classes | onset_risk_score float64 0.08 0.81 | dominant_driver stringclasses 5
values | minimal_intervention stringclasses 9
values | notes stringclasses 10
values | constraints stringclasses 1
value | gold_check stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
MSR-D01 | MSR | LiF-BeF2-UF4 | 700 | -340 | 0.22 | Hastelloy-N | 14 | 0.78 | redox_shift | true | 0.62 | redox_oxidizing | restore_reductant_balance | Early oxidizing drift | under 320 words | drift |
MSR-D02 | MSR | NaF-KF-UF4 | 730 | -300 | 0.35 | Ni-alloy | 32 | 0.69 | fp_load | true | 0.74 | fission_products | partial_salt_cleanup | High FP load | under 320 words | drift |
MSR-D03 | MSR | LiF-BeF2-ThF4 | 660 | -410 | 0.14 | Hastelloy-N | 9 | 0.88 | stable | false | 0.22 | none | maintain_control | Stable band | under 320 words | drift |
MSR-D04 | MSR | NaF-ZrF4-UF4 | 720 | -320 | 0.3 | Ni-alloy | 24 | 0.75 | temp_shift | true | 0.66 | temperature | reduce_temp_load | Thermal drift | under 320 words | drift |
MSR-D05 | MSR | LiF-BeF2-UF4 | 680 | -360 | 0.2 | Hastelloy-N | 12 | 0.82 | minor | true | 0.48 | redox_buffer | add_buffer | Minor oxidation | under 320 words | drift |
MSR-D06 | MSR | LiF-BeF2-UF4 | 650 | -430 | 0.1 | Hastelloy-N | 6 | 0.95 | none | false | 0.1 | none | none | Nominal | under 320 words | drift |
MSR-D07 | MSR | NaF-KF-UF4 | 740 | -290 | 0.38 | Ni-alloy | 35 | 0.65 | fp_load | true | 0.81 | fission_products | cleanup_cycle | Severe FP load | under 320 words | drift |
MSR-D08 | MSR | NaF-ZrF4-UF4 | 710 | -350 | 0.25 | Ni-alloy | 20 | 0.8 | redox_shift | true | 0.59 | redox_oxidizing | inject_reductant | Moderate drift | under 320 words | drift |
MSR-D09 | MSR | LiF-BeF2-ThF4 | 640 | -440 | 0.09 | Hastelloy-N | 5 | 0.96 | none | false | 0.08 | none | maintain_control | Stable low load | under 320 words | drift |
MSR-D10 | MSR | NaF-KF-UF4 | 735 | -305 | 0.33 | Ni-alloy | 28 | 0.72 | temp_shift | true | 0.68 | temperature | reduce_power | Thermal stress | under 320 words | drift |
Dataset goal
Detect the onset of corrosive regime drift in molten-salt reactor systems.
This dataset models when stable chemistry-materials coherence begins to fail
and transitions toward a corrosive regime.
Required outputs
- drift_indicator
- corrosive_regime_flag
- onset_risk_score
- dominant_driver
- minimal_intervention
What it tests
Whether a model can detect:
- redox imbalance
- temperature-driven corrosion drift
- fission-product chemistry loading
- early corrosive regime formation
before structural failure occurs.
Why it matters
MSR systems degrade gradually.
The earliest warning is not high corrosion alone.
It is the decoupling between:
redox control
salt chemistry
material response
Detecting drift early allows intervention while the system is still recoverable.
Trinity position
Layer 2 of the MSR corrosion-coherence trinity:
- Baseline mapping
- Drift detection
- Failure horizon routing
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