Abstract
Density profiles can be used to analyze the homogeneity of metallurgically manufactured metal foams. In this work the density profiles are experimentally measured using a gamma ray technique, then regularized by a Support Vector Regression model to propose two alternative procedures controlling the average behavior of a profile. The first procedure calculates two limits from the shape of the profiles, the second one uses an EWMA chart. Both proposals are compared with a more classical method which extracts indicators related to the shape of the profile, then used to design a Hotteling T 2 control chart. The performance of the three methods is measured by the ARL. The three profile monitoring procedures can be used in Phase I to monitor the internal structure of a closed-cell metal foam. The highest performance is given by the first procedure which is also faster to warn that some density profiles are outside the established control criteria.
| Original language | English |
|---|---|
| Pages (from-to) | 1079-1084 |
| Number of pages | 6 |
| Journal | Procedia CIRP |
| Volume | 138 |
| DOIs | |
| State | Published - 2026 |
| Event | 18th CIRP International Conference on Intelligent Computation in Manufacturing Engineering, CIRP ICME 2024 - Ischia, Italy Duration: 10 Jul 2024 → 12 Jul 2024 |
Keywords
- control charts
- density profiles
- metal foams
- Profile monitoring
- SVR
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Dive into the research topics of 'Comparing profile monitoring procedures of metal foams'. Together they form a unique fingerprint.Projects
- 1 Finished
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Desarrollo y evaluación de un dispositivo de intercambio térmico con esponja metálica como elemento de transferencia del calor.
Monno, M. (External collaborating researcher ), Mussi, V. (External collaborating researcher ), Meneses Guzmán, M. (Institutional academic coordinator) & Chiné, B. (Institutional academic coordinator)
1/01/20 → 31/12/22
Project: Research Projects Internally funded › Basic and applied research
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