A complete METALLAI case, anonymised and unedited in its conclusions. Four candidate alloys, fatigue at the real duty cycle, the standards checked — and the two places the platform refused to give a design answer. The obvious candidate lost.
A hollow conical component drives belts inside a continuously running production machine. It is made from precipitation-hardening stainless and works perfectly — it is simply heavy and expensive. The customer wanted something lighter, cheaper and easier to source, and arrived with 7xxx-series aluminium already in mind.
Before any prediction runs, the duty cycle has to become a stress. This part of the report is arithmetic, and it is shown so the engineer can check it:
The incumbent plus three candidates, each run through the full chain — composition and process route in, mechanical properties, fatigue verdict, corrosion flags and standards screening out.
| Alloy & condition | YS MPa |
UTS MPa |
HV | El % |
Fatigue at σa = 3.53 MPa | SCC risk |
|---|---|---|---|---|---|---|
| 17-4PH H900 stainless, forged — incumbent |
1156.7 | 1270.2 | 378.4 | 10.8 | No failure expected strong evidence, n = 126 forged rows |
None |
| AA 7075-T6 forged, 480 °C/1 h + 120 °C/24 h |
502.0 | 569.6 | 153.4 | 10.3 | Beyond model range n = 2 on this route — extrapolation |
Yes |
| AA 7075-T73 over-aged, 163 °C/24 h |
466.2 | 537.5 | 143.9 | 11.6 | Beyond model range n = 2 on this route — extrapolation |
Reduced |
| AA 6082-T6 recommended forged, 530 °C/1 h + 175 °C/8 h |
283.5 | 310.6 | 93.9 | 10.0 | Beyond model range n = 2 on this route — extrapolation |
None |
Three of the four fatigue results came back “beyond model range” rather than as a number. That is the useful answer, and it is worth being precise about why:
Solution treat 530 °C for 1 h, age 175 °C for 8 h. Expected result: roughly 55–60 % lighter than the stainless part, lower cost, easy to source, and no stress-corrosion exposure.
Why not the alloy the customer came in with?
On the wall thickness: the calculations used the existing 8.5 mm section and strength was still comfortable. But aluminium's elastic modulus is about a third of steel's, so the report recommends increasing the wall by 15–20 % to hold stiffness and keep vibration behaviour sensible. Even with that extra metal, the density ratio of 2.87 leaves the 55–60 % weight saving intact.
Every report closes with this section. It is the part customers tell us they have never seen from a prediction tool, and it is the reason the numbers above can be trusted at the level they claim.
| Unknown | Does it change the conclusion? |
|---|---|
| Rotational speed | No. It comes from physics, and belt slip would not move it materially. |
| Belt tension / torque | No. Three scenarios were carried through; even the worst leaves an enormous margin. |
| Connection geometry (keyway, interference fit, grub screw) | The critical gap. A sharp corner or keyway can raise local stress by 2–4×. The margin probably absorbs it — but probably is not a guarantee. |
| Aluminium fatigue coverage | All three results are extrapolation from two rows. Validate on the component. The steel result, at 126 rows, is far safer. |
Composition and process route in; properties, fatigue, weldability and standards out — each with its uncertainty and its data coverage stated. Steel and aluminium today; outside them the platform declines rather than extrapolating.
Open the app — free tier The other case: a confident 4140 run