journal article·2025-11-01Open access

Reduction of extraneous variance in powder bed fusion with laser beam of metals by means of advanced digital preprocessing

Konstantin Poka, Sozol Ali, Alexander Ulbricht, Jakob Schröder, Jiganesh Khambayat, Maik Scholz, Waleed Saeed, Benjamin Merz, Martin Epperlein, Kai Hilgenberg

Journal of Laser Applications· Volume 37· Issue 4

Abstract

Data-driven quality assurance and reproducibility are critical for advancing the industrial maturity of Powder Bed Fusion with Laser Beam of Metals (PBF-LB/M). This study addresses the extraneous variance in scan vectors that arises even for identical cross sections of nominally identical components but located at different positions on the build platform. This inherent variance, common across most PBF-LB/M machines, is caused by scan vector computation relative to the machine coordinate origin and subsequent projection of the resulting pattern onto individual component cross sections. In this work, scan vectors are computed still following conventional slicing, but relative to the workpiece origin of each component, using an EOS M 300-4. This digital preprocessing approach homogenizes fabrication conditions, ensuring that anomalies, such as scan vector overlaps, occur consistently across identical components. The impact during fabrication is assessed through powder bed imaging, melt pool monitoring, and operational data from the multilaser PBF-LB/M machine. Components are manufactured from AlSi10Mg for each scan vector computation origin and subsequently qualified using x-ray computed tomography, optical coordinate measurement, and optical surface measurement. A comprehensive evaluation is conducted, comparing the results in terms of component density, geometric accuracy, and surface roughness to those obtained using conventional preprocessing. Based on these findings, practical recommendations are provided, focusing on achieved quality criteria to identify potential drawbacks, while also considering the life cycle analysis of fabrication. Finally, the study emphasizes the significance of consistent scan vector provisioning for identical components placed at different build platform positions, assuming no roll or pitch during nesting.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Additive Manufacturing Materials and Processes · Engineering Technology and Methodologies · Welding Techniques and Residual Stresses

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Competence Centre AM, Bundesanstalt für Materialforschung und -Prüfung (BAM) , Unter den Eichen, Berlin 12205,

References (32)

Show source-provided references
1. 2024
2. Reproducibility and scattering in additive manufacturing: Results from a round robin on PBF-LB/M AlSi10Mg alloy10.1515/pm-2022-1018 ↗
3. Selective laser melting of AlSi10Mg: Effects of scan direction, part placement and inert gas flow velocity on tensile strength10.1016/j.jmatprotec.2016.10.015 ↗
4. Effects of building direction, process parameters and border scanning on the mechanical properties of laser powder bed fusion AlSi10Mg10.3390/ma17153655 ↗
5. Critical role of scan strategies on the development of microstructure, texture, and residual stresses during laser powder bed fusion additive manufacturing10.1016/j.addma.2020.101792 ↗
6. Geometrical effects on residual stress in selective laser melting10.1016/j.addma.2018.09.026 ↗
7. Scanning strategy in selective laser melting (SLM): a review10.1007/s00170-021-06810-3 ↗
8. On the limitations of small cubes as test coupons for process parameter optimization in laser powder bed fusion of metals10.2351/7.0001080 ↗
9. Design and characterization of additively manufactured NGVs operated in a small industrial gas turbine10.38036/jgpp.11.4_36 ↗
10. Nesting and scheduling optimisation of additive manufacturing systems: Mapping the territory10.1016/j.cor.2024.106592 ↗
11. On the effect of shielding gas flow on porosity and melt pool geometry in laser powder bed fusion additive manufacturing10.1016/j.addma.2019.101030 ↗
12. Integration of the whole digital chain in a unique file for PBF-LB/M: Practical implementation within a digital thread and its advantages
13. Quality assurance via a cyber physical system of a PBF-LB/M machine
14. Design and implementation of a machine log for PBF-LB/M on basis of IoT communication architectures and an ETL pipeline10.1007/s40964-024-00660-7 ↗
15. On the estimation of the discrepancy between empirical curves of distribution for two independent samples
16. Non-local means denoising10.5201/ipol.2011.bcm_nlm ↗
17. Laser powder bed fusion: Defect type influences critical porosity re-growth during reheating after hot isostatic pressing10.1016/j.jmatprotec.2025.118839 ↗
18. Research on surface roughness of AlSi10Mg parts fabricated by laser powder bed fusion10.3390/met8070524 ↗
19. Fine-structured aluminium products with controllable texture by selective laser melting of pre-alloyed AlSi10Mg powder10.1016/j.actamat.2012.11.052 ↗
20. Dimensional accuracy of additively manufactured AlSi10Mg parts: Study of the influence of build platform position, process parameters and repeatability
21. Quotation: metal powder EOS aluminium AlSi10Mg including inspection certificate according to EN 10204
22. Fatigue life of laser powder bed fusion (L-PBF) AlSi10Mg alloy: Effects of surface roughness and porosity10.1007/s40964-024-00759-x ↗
23. Surface structure analysis using visual high-resolution in situ process monitoring in laser powder bed fusion10.1007/s40194-025-01955-1 ↗
24. Continuous laser scan strategy for faster build speeds in laser powder bed fusion system
25. Laser powder-bed fusion additive manufacturing: Physics of complex melt flow and formation mechanisms of pores, spatter, and denudation zones10.1016/j.actamat.2016.02.014 ↗
26. Analytical thermal modeling of powder bed metal additive manufacturing considering powder size variation and packing10.3390/ma13081988 ↗
27. Influence of alloying elements on laser powder bed fusion processability of aluminum: A new insight into the oxidation tendency10.1016/j.addma.2021.102145 ↗
28. Advanced process control in laser-based powder bed fusion–Smart Fusion feedback-loop control as a path to uniform properties for complex structures?10.1016/j.jmrt.2024.12.014 ↗
29. Comparison of different multi-laser powder bed fusion exposure strategies and their influence on the part quality of IN71810.21203/rs.3.rs-2882987/v1 ↗
30. Can potential defects in LPBF be healed from the laser exposure of subsequent layers? A quantitative study10.3390/met11071012 ↗
31. Influence of isolated structural defects on the static mechanical properties of PBF-LB/M components10.1016/j.procir.2020.09.036 ↗
32. A comparative study of rigid three-dimensional image registration methods for powder bed fusion with laser beam of metals using a gold standard approach10.21203/rs.3.rs-4984637/v1 ↗