Manufacturing AI / Heat Treatment / HT-2026-041
JE
J. Engineer
Engineering analysis

Defect Risk

Trace each risk back to material, geometry, process and equipment variables.

OVERALL PROCESS RISK
LOW
3.8% dominant risk
CRACK RISK
3.8%
-54% vs water
DISTORTION
0.052 mm
≤ 0.08 mm

Risk register

Candidate B · current configuration

DefectProbabilityLevelPrimary drivers
Cracking3.8%LowSection ratio + quench severity
Distortion6.2%LowGeometry transition + thermal gradient
Soft spot2.1%LowCore cooling margin acceptable
Grain growth4.0%LowAustenitize window controlled
Decarburization8.8%MediumAtmosphere monitoring required

Top sensitivity

Quench severityHigh
Section ratioHigh
Transfer delayMedium
AtmosphereMedium

Mitigation

Keep quench bath at 40°C ± 3°C
Bath temperature drift changes cooling severity and is the most sensitive controllable parameter in the current route.