According to a test and characterization matrix established at the start of the project, round and flat Ti6Al4V parts have been AM-manufactured by PREMET. The specimens have been post-treated with various methods, i.e. thermal treatment (HIP and Stress Relief), and surface treatment (pickling and electrochemical polishing methods). Laser Shock Peening and CNC milling post-treatments were performed in the second year of project. Specimens have been NDT-tested and characterized by various methods before and after post-treatment. For NDT testing, microcomputed tomography (µCT) turned out to be the most effective method for assessment of micropores (down to 12 µm) and to reveal defects such as larger pores and cracks. Characterization methods include roughness measurement (0.9 µm with fluoride - free electropolishing), electron microscopy and energy dispersive X-Ray spectroscopy (SEM/EDX) of specimens and powders, and crystallography by means of X-Ray diffraction (XRD). During electropolishing (CEST), roughness and SEM/EDX characterization has been carried out before electropolishing and after each process step.
An optimization loop has been implemented to reduce porosity and other defects. With the fourth batch of specimens, porosity (before thermal treatment) has been reduced to 0.0088%, followed by further optimization. The optimized specimens were treated and characterized/tested in the same way as described above. More than 40 specimens have been analyzed with µCT. In parallel to NDT testing and characterization, mechanical testing (tensile test, fatigue testing) was performed. All results were forwarded to VZLU, who have established a machine learning approach (Figure 1) for prediction of fatigue lifetime (Figure 2).
The 3TANIUM project is presented on the webpage www.3tanium.eu. It has also been presented in the FFG-event “Guten Morgen TakeOFF” on 04.03.2021 which can be found at
https://www.ffg.at/veranstaltung/takeoff_Veranstaltungsreihe_Teil_3(si apre in una nuova finestra).
Events presentation:
• THERMEC 2021 INTERNATIONAL CONFERENCE ON PROCESSING & MANUFACTURING OF ADVANCED MATERIALS (online), see
https://www.tugraz.at/events/thermec-2020/home/(si apre in una nuova finestra)• 3TANIUM project co-organised and supported a dedicated section in the COAST 2022 conference, May 2022, Wiener Neustadt, Austria.
• International Conference on Additive Manufacturing for Aerospace and Defence and Design Optimization, September 08-09, 2022, Singapore, online. Oral presentation
• Conference EAN2022, Prague Experimental Stress Analysis 2022, 6 – 9 June 2022, Prague, Czech Republic.
• The Global Advanced Materials & Surfaces International Conference - GAMS 2022, 15-17 June 2022, Paris, France. Oral presentation
• Workshop regarding the machine learning models, AERO Vodochody AEROSPACE, 25 November 2022, Odolena Voda, Czech Republic.
• EUROCORR 2022, 28August – 1 September 2022, Berlin, Germany, Poster presentation.
Open access publication:
Modelling fatigue life prediction of additively manufactured Ti-6Al-4V samples using machine learning approach - ScienceDirect