Predictive Maintenance Failure Patterns

Failure mix and operating-condition ranges across tool wear, torque, rotational speed, thermal gap, and power.

Sensor Records
10,000
6 outcome classes tracked
Failure Rate
3.48%
1 in 29 records end in failure
Leading Failure Mode
Heat Dissipation
112 cases · 32.18% of failures
Highest Stress Profile
Power Failure
Median power 9.1 kW
Priority snapshot

The dashboard pairs failure-frequency ranking with range charts so it is easy to see both which breakdowns happen most often and which operating conditions cluster around each mode. Use the distribution chart to prioritize by incidence, the heatmap to spot which variables shift most from the no-failure baseline, and the box plots to inspect the actual ranges and overlap.

    Median operating profile by outcome
    Counts are shown with failure share where applicable; medians summarize the center of each operating range.
    Outcome Count Share of failures Tool wear Torque Rotational speed Temp gap Power
    Failure distribution across observed breakdowns
    Counts and shares are based on the 348 failure events only, so the rare-event imbalance against the no-failure baseline does not hide priorities.
    Median shift vs. no-failure baseline (standard deviations)
    Positive values sit above the no-failure median; negative values sit below it. Larger magnitudes imply stronger separation from normal operation.
    Tool wear range by outcome
    Boxes show the interquartile range; compare each failure mode to the gray no-failure baseline for separation.
    Torque range by outcome
    This chart highlights load-heavy modes, especially where the median and IQR shift well above the baseline.
    Rotational speed range by outcome
    Speed pairs with torque and power to distinguish low-speed/high-load operating regimes from the baseline.
    Temperature-gap range by outcome
    Heat dissipation issues appear most clearly when the process-vs-air temperature gap compresses below the baseline.
    Power range by outcome
    Power provides the clearest combined stress view because it reflects both speed and torque simultaneously.