2022
DOI: 10.1007/s00170-021-08598-8
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Acoustic emissions in directed energy deposition processes

Abstract: Acoustic emissions in directed energy deposition processes such as wire arc additive manufacturing and directed energy deposition with laser beam/metal are investigated within this work, as many insights about the process can be gained from this. In both processes, experienced operators can hear whether a process is running stable or not. Therefore, different experiments for stable and unstable processes with common process anomalies were carried out, and the acoustic emissions as well as process camera images… Show more

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Cited by 26 publications
(10 citation statements)
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“…This occurs by observing the peak occurrences around 250 A, which corresponds to the established peak current for the process, and a lower plateau of occurrence numbers associated to 50 A that was established as the reference base current for the transfer mode. Specifically, the highest occurrences for the base and peak current values were obtained for sample S 3 , since it is understood that the inclusion of contaminants disperses the pre-configured values for these parameters and, consequently, reduces the level of occurrences for these, as similarly discussed in [48], when evaluating different experimental conditions on CMT-WAAM transfer and deposit geometrical characteristics. This observation implies a notable stability of the welding arc, contrasting with sections in other samples where the contaminants were introduced.…”
Section: Effects Of Contaminants On Electric Arcmentioning
confidence: 75%
“…This occurs by observing the peak occurrences around 250 A, which corresponds to the established peak current for the process, and a lower plateau of occurrence numbers associated to 50 A that was established as the reference base current for the transfer mode. Specifically, the highest occurrences for the base and peak current values were obtained for sample S 3 , since it is understood that the inclusion of contaminants disperses the pre-configured values for these parameters and, consequently, reduces the level of occurrences for these, as similarly discussed in [48], when evaluating different experimental conditions on CMT-WAAM transfer and deposit geometrical characteristics. This observation implies a notable stability of the welding arc, contrasting with sections in other samples where the contaminants were introduced.…”
Section: Effects Of Contaminants On Electric Arcmentioning
confidence: 75%
“…AE signals, characterized as one-dimensional, time-dependent data, requires less computational effort to process and can reveal distinct variations associated with different levels of porosity and power [235,238], as shown in Figure 20. This reduces the need for subsequent quality assurance, making the entire process more efficient and economical [239]. The development of AE sensing technologies is, thus, critical for detecting defects in metal AM.…”
Section: Acoustic Signalsmentioning
confidence: 99%
“…A variety of research works indicate the utility of acoustic signal analysis in anomaly detection during WAAM deposition [15][16][17]. Defects that are linked to arc instabilities, including porosity, spatter and lack-of-fusion, typically show distinct audio signatures.…”
Section: Audio Feature Extractionmentioning
confidence: 99%