A4 Refereed article in a conference publication
Investigation of Powder Catchment Efficiency in Laser-Based Directed Energy Deposition via CFD Modeling and Acoustic Emission; 
Authors: Haapa, Erik; Miri Beidokhti, Mojtaba; Ribeiro, Kandice S.B.
Editors: Schmidt, Michael
Conference name: CIRP Conference on Photonic Technologies
Publication year: 2026
Journal: Procedia CIRP
Book title : 14th CIRP Conference on Photonic Technologies [LANE 2026]
Volume: 143
First page : 722
Last page: 727
eISSN: 2212-8271
DOI: https://doi.org/10.1016/j.procir.2026.07.150
Publication's open availability at the time of reporting: Open Access
Publication channel's open availability : Open Access publication channel
Web address : http://dx.doi.org/10.1016/j.procir.2026.07.150
Self-archived copy’s web address: https://research.utu.fi/converis/portal/detail/Publication/527043624
Self-archived copy's licence: CC BY NC ND
Self-archived copy's version: Publisher`s PDF
Laser-based powder directed energy deposition (DED-LB/P) relies on powder delivery dynamics, which affect process efficiency and part quality through material catchment at the melt pool. This study investigates powder flow behavior and particle catchment using a combined computational and experimental approach. Computational fluid dynamics (CFD) models were developed to simulate material-laser interaction, and powder flow, including particle impact frequency. Model predictions were validated through single-bead deposition of stainless steel 316L powder, monitored using acoustic emission (AE). Simulations provided insight into the frequency of free-powder particle impacts, supporting analysis of powder-substrate interactions. Results show that structure-borne AE signals are sensitive to variations in powder mass flow rate, enabling reliable detection of flow fluctuations. However, direct quantification of powder catchment efficiency from AE remains challenging. The integration of AE monitoring with computational modeling offers a promising pathway for improved understanding and real-time evaluation of powder delivery efficiency and process stability in DED-LB/P.
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Funding information in the publication:
The authors acknowledge the support from the Department of Mechanical and Materials Engineering at the University of Turku, and Quad Tech Turku, Turku, Finland. This study used FLOW-3D AM® (Version 2025R1U1; Flow Science, Inc.) made available through the FLOW-3D Academic Program.