Abstract
This paper presents a new methodology for the thermal diffusivity determination of additively manufactured jet engine blades by using active infrared thermography. The technique is combined with a dedicated procedure based on deep machine learning models. The investigated samples were fabricated from different metal alloy powders by using the Laser Engineered Net Shaping (LENS®) technique. The experimental data for model development were in the form of laser shot-induced temperature fields, obtained from an original, in-house developed test apparatus. The advantage of the proposed methodology is that it can be used for the non-destructive measurements of the additively manufactured jet engine blades, which distinguishes the presented approach from the traditional laser-flash technique or other well-established methods. The obtained experimental values of the thermal diffusivity are in good agreement with data measured using the ASTM standard test method. The presented non-destructive technique has significant implementation/commercialization potential when applied to quality control or diagnostic procedures of 3D-printed parts.
| Original language | English |
|---|---|
| Article number | 111955 |
| Journal | Measurement: Journal of the International Measurement Confederation |
| Volume | 203 |
| DOIs | |
| Publication status | Published - 15 Nov 2022 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 9 Industry, Innovation, and Infrastructure
Keywords
- Jet engine blade
- Laser engineered net shaping (LENS®)
- Laser spot thermography
- Machine learning
- Predictive model
- Thermal diffusivity
ASJC Scopus subject areas
- Instrumentation
- Electrical and Electronic Engineering
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