Bearing Ball

machine-vibration · 37 views
machine-vibrationperiodic

What It Is

CWRU bearing vibration, ball fault. Drive-end accelerometer at 48 kHz with a 0.014 in diameter ball-element defect.

Interpretation

Standard analysis sees: heavy-tailed; left-skewed; time-irreversible (sharp rises, slow decay); nonstationary / drifting. The atlas finds no named structure, but the source is distinctively extreme on Continued Fraction:log_khintchine_mean (+3.1z) — beyond what the standard bank predicts for it.

What standard analysis sees
tail heaviness0.94
asymmetry0.10
occupancy0.29
short-range corr0.67
long-range memory0.17
spectral colour0.20
periodicity0.55
complexity0.29
time-irreversibility0.87
volatility clustering0.66
multifractality0.68
dimensionality0.70
nonstationarity0.93
What the atlas adds
Atlas-extreme metrics the standard bank can’t predict for this source
Continued Fraction:log_khintchine_mean+3.1zbank-miss 1.1σ
AutoRegressive:ar_coef_1+2.8zbank-miss 1.4σ
Septagonal (Danzer):z_primary+2.5zbank-miss 1.1σ

Composition

dtypefloat64
range[-1.293, 1.83]
unique values3080 / 16384
mean ± std0.0117 ± 0.153

Render Gallery

Atlas Position

Nearest neighborDistance
Bearing Inner2.57
EEG Seizure2.79cross-origin
Gut Motility2.79cross-origin

Open in Atlas →

Which Geometries Light Up

AutoRegressiveAutoRegressive:ar_coef_1rank 3/3072.8355
AutoRegressiveAutoRegressive:ar_coef_2rank 307/307-3.4367
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