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id
string
material_system
string
interfacial_shear_strength
int64
acoustic_emission_coherence
float64
tensile_modulus_transfer
float64
strain_field_alignment
float64
thermal_cycle_count
int64
coupling_coherence_score
float64
debonding_risk_flag
int64
failure_horizon_cycles
int64
critical_interface_region
string
minimal_intervention
string
notes
string
constraints
string
gold_check
string
RMCI-001
CNT-epoxy
42
0.82
0.88
0.91
120
0.84
0
500
none
monitor only
Stable interface
Under 300 words
coherence+risk+horizon
RMCI-002
carbon-fiber-epoxy
31
0.66
0.71
0.68
450
0.62
1
80
fiber-matrix boundary
resin toughening
Interface weakening
Under 300 words
coherence+risk+horizon
RMCI-003
glass-fiber-polymer
28
0.58
0.63
0.6
600
0.55
1
40
mid-layer interface
reduce load
Debond onset
Under 300 words
coherence+risk+horizon
RMCI-004
CNT-thermoplastic
39
0.74
0.79
0.83
210
0.76
0
320
none
thermal stabilization
Healthy coupling
Under 300 words
coherence+risk+horizon
RMCI-005
hybrid-fiber-composite
26
0.49
0.52
0.5
720
0.47
1
20
outer ply interface
interface treatment
Critical drift
Under 300 words
coherence+risk+horizon
RMCI-006
aramid-epoxy
34
0.7
0.74
0.77
300
0.72
0
260
localized edge
bond reinforcement
Localized stress
Under 300 words
coherence+risk+horizon

What this dataset tests

Whether a system can detect loss of load-transfer coherence between reinforcement and matrix before bulk composite failure.

Focus is interface integrity. Not ultimate fracture.

Required outputs

coupling_coherence_score

debonding_risk_flag

failure_horizon_cycles

critical_interface_region

minimal_intervention

Use case

Predict delamination risk in CNT, fiber, and nano-reinforced composites from multi-signal coherence decay.

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