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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:

  1. Baseline mapping
  2. Drift detection
  3. Failure horizon routing
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