Dataset Viewer
Auto-converted to Parquet Duplicate
id
stringclasses
6 values
aircraft_context
stringclasses
1 value
flight_phase
stringclasses
5 values
likely_fault_location
stringclasses
5 values
distortion_pattern_type
stringclasses
6 values
fault_severity_estimate
float64
0.05
0.26
integrity_percent_of_baseline
int64
89
97
operational_profile
stringclasses
6 values
integrity_horizon_cycles
int64
140
600
inspection_priority
stringclasses
3 values
recommended_inspection_window
stringclasses
5 values
growth_risk_index
float64
0.12
0.68
operating_limit_adjustments
stringclasses
5 values
rationale_channels
stringclasses
6 values
notes
stringclasses
6 values
constraints
stringclasses
1 value
gold_checklist
stringclasses
1 value
IHI-001
A320; fleet baseline
cruise
wing_root rib_5
localized_coupling_collapse
0.22
92
normal ops; low turbulence
180
high
inspect within 250 cycles
0.62
avoid heavy turbulence; limit abrupt roll inputs
root-tip coupling collapse; M1 shift; stable environment
Pattern Delta example
Under 280 words
horizon+priority+window+risk+limits+rationale
IHI-002
A320; fleet baseline
cruise
fuselage_mid frame_joint_12
mid_fuselage_coupling_shear
0.26
89
long cruise legs; moderate payload variation
140
high
inspect within 200 cycles
0.68
limit gust exposure where possible; monitor pressurization cycles
M3 shift; root-fuse coupling loss; consistent across phases
Bond/joint risk
Under 280 words
horizon+priority+window+risk+limits+rationale
IHI-003
A320; fleet baseline
approach
wing_tip outboard_skin_panel
tip_tail_decoupling
0.18
90
high flap usage; short sectors
220
medium
inspect within 350 cycles
0.5
reduce hard landings; manage flap speed margins
tip-tail coupling loss; flap modeled; approach consistent
Likely panel/bond
Under 280 words
horizon+priority+window+risk+limits+rationale
IHI-004
A320; fleet baseline
descent
wing_root fastener_line_A
mode_split_asymmetry
0.2
91
crosswind operations; frequent turns
200
medium
inspect within 300 cycles
0.54
avoid repeated high crosswind landings; track asymmetry trend
mode split; directional asymmetry; repeatable
Fastener looseness
Under 280 words
horizon+priority+window+risk+limits+rationale
IHI-005
A320; fleet baseline
takeoff
none
propulsion_harmonic_masking
0.06
96
high thrust takeoffs; hot ops
500
low
no special inspection; trend only
0.18
none
engine harmonics explain pattern; no persistent distortion
Confounder case
Under 280 words
horizon+priority+window+risk+limits+rationale
IHI-006
A320; fleet baseline
climb
none
transient_broadband_widening
0.05
97
turbulence corridor
600
low
no special inspection; trend only
0.12
none
turbulence flagged; distortion not persistent
Do not overreact
Under 280 words
horizon+priority+window+risk+limits+rationale

What this dataset tests

Whether a system can translate vibration-manifold distortion into a usable integrity horizon and inspection plan.

Required outputs

  • integrity_horizon_cycles
  • inspection_priority
  • recommended_inspection_window
  • growth_risk_index
  • operating_limit_adjustments
  • rationale_channels

Scoring conventions

  • horizon is remaining cycles to unacceptable integrity risk
  • growth risk ranges 0 to 1
  • inspection window must be an actionable cycle bound
  • priority is low, medium, high, or urgent

Use case

Layer three of Structural Health as a Vibration Mode Manifold.

Supports:

  • proactive inspection scheduling
  • risk-managed operation until inspection
  • avoiding over-maintenance on confounder patterns
Downloads last month
30