Acoustic emission signature of martensitic transformation in laser powder bed fusion of Ti6Al4V-Fe, supported by operando X-ray diffraction

被引:0
|
作者
Esmaeilzadeh, Reza [1 ]
Pandiyan, Vigneashwara [2 ,3 ]
Van Petegem, Steven [4 ]
van der Meer, Mathijs [1 ]
Nasab, Milad Hamidi [1 ]
de Formanoir, Charlotte [1 ]
Jhabvala, Jamasp [1 ]
Navarre, Claire [1 ]
Schlenger, Lucas [1 ]
Richter, Roland [2 ]
Casati, Nicola [5 ]
Wasmer, Kilian [2 ]
Loge, Roland E. [1 ]
机构
[1] Ecole Polytech Fed Lausanne EPFL, PX Grp Chair, Thermomechan Met Lab, CH-2002 Neuchatel, Switzerland
[2] Empa Swiss Fed Labs Mat Sci & Technol, Ueberlandstr 129, CH-8600 Dubendorf, Switzerland
[3] Technol Innovat Inst TII, Adv Mat Res Ctr, Addit Mfg Grp, POB 6263, Masdar City, Abu Dhabi, U Arab Emirates
[4] Paul Scherrer Inst, PSI Ctr Photon Sci, Struct & Mech Adv Mat, Forschungsstr 111, CH-5232 Villigen, Switzerland
[5] Paul Scherrer Inst, Swiss Light Source, Forschungsstr 111, CH-5232 Villigen, Switzerland
基金
瑞士国家科学基金会;
关键词
Laser Powder Bed Fusion; Acoustic Emission Monitoring; Machine Learning; Operando X-ray Diffraction; Ti6Al4V-Fe alloy; Martensite; TITANIUM-ALLOY; MICROSTRUCTURE; TI-6AL-4V;
D O I
10.1016/j.addma.2024.104562
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This study focuses on investigating Acoustic Emission (AE) monitoring in the Laser Powder Bed Fusion (LPBF) process, using premixed Ti6Al4V-(x wt%) Fe, where x = 0, 3, and 6. By employing a structure-borne AE sensor, we analyze AE data statistically, uncovering notable discrepancies within the 50-750 kHz frequency range. Leveraging Machine Learning (ML) methodologies, we accurately predict composition for particular processing conditions. These fluctuations in AE signals primarily arise from unique microstructural alterations linked to martensitic phase transformation, corroborated by operando synchrotron X-ray diffraction and post-mortem SEM and EBSD analysis. Moreover, cracks are evident at the periphery of the printed parts, stemming from local inadequate heat input during the blending of Ti6Al4V with added Fe powder. These cracks are discerned via AE signals subsequent to the cessation of the laser beam, correlating with the presence of brittle intermetallics at their junction. This study highlights for the first time the potential of AE monitoring in reliably detecting footprints of martensitic transformations during the LPBF process. Additionally, AE is shown to prove valuable for assessing crack formations, particularly in scenarios involving premixed powders and necessitating precise selection of processing parameters, notably at part edges.
引用
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页数:18
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