Failure forensics: computed tests

Computed. Two reliability scalings that decide most forensic arguments, and the one that decides whether a trend is real.

1. Accelerated ageing is steep

Temperature excessRate factor
10 K2.0×
20 K4.0×
30 K8.0×
50 K32.0×

A 30 K overshoot ages 8× faster. Practical: a warranty claim based on run-hours at nameplate temperature is wrong by an order of magnitude if the unit ran hot.

2. Weibull shape identifies the failure mode from the data alone

Shape βHazard slopeReading
0.7fallinginfant mortality — a manufacturing defect
1.0flatrandom — no wear-out signature
1.5risingearly wear-out
3.0steepclassic wear-out

Practical: fitting β separates "bad batch" from "end of life" without opening the unit — the single most useful forensic number.

3. What this does not do

It does not identify a mechanism. It narrows the class. A β of 3 is consistent with wear of several kinds; only a strip-down or an oil analysis separates them.


Incoprea Research · 3 November 2026. Composition and computation. No experiment performed.