Manufacturing AI / Heat Treatment / HT-2026-041
JE
J. Engineer
Heat treatment command center

AI Heat Treatment Optimizer

Material-to-recipe engineering workflow with physics, AI prediction and quality feedback.

Active projects
12
Attention 3 need engineering review
Optimized this month
38
On target +22% vs prior month
Average recipe score
93.4
On target Across validated projects
Open risk alerts
3
Attention 1 high · 2 medium

Project portfolio

Most recent heat-treatment engineering cases

ProjectPart / MaterialProcessStatusScore
HT-2026-041
Drive Shaft
42CrMo4Quench + TemperOptimizing96
HT-2026-040
Gear Hub
20CrMnTiCarburize + QuenchRunning93
HT-2026-039
Mold Core
H13Anneal + TemperReview81
HT-2026-038
Bearing Ring
52100Spheroidize + QuenchVerified95

Current route

HT-2026-041 · Drive Shaft

1
Preheat
650°C · 30 min
Validated
2
Austenitize
845°C · 42 min
Optimized
3
Quench
40°C · ≤ 8 s transfer
Recommended
4
Temper
560°C · 120 min
Optimized
5
Final Cool
Air · To ambient
Standard

Process window

Reference thermal trajectory

9007005003000
Actual / optimizedConstraint boundary

AI insight

Polymer quench is the best trade-off
Predicted hardness remains inside 48–52 HRC while lowering quench-crack risk versus water.

Quality loop

42
validated batches feeding model calibration

System health

Simulation engineOnline
MCP gatewayOnline
Vision serviceOnline