Investigating the Impact of Process Parameters on Bead Geometry in Laser Wire-Feed Metal Additive Manufacturing DOI Creative Commons
Mohammad Abuabiah,

Tizia Charlotte Weidemann,

Mahdi Amne Elahi

et al.

Journal of Manufacturing and Materials Processing, Journal Year: 2024, Volume and Issue: 8(5), P. 204 - 204

Published: Sept. 19, 2024

Laser wire-feed metal additive manufacturing (LWAM) is an innovative technology that shows many advantages compared with traditional approaches. Despite these advantages, its industrial adoption limited by complex parameter management and inconsistent process quality. To address issues improve geometric accuracy, this study explores how parameters influence bead geometry. We conducted a varying laser power, wire feed rate, traverse speed, welding angle. Using full factorial design central composite methodology, we assessed height width. This allowed us to develop model estimate ideal parameters. The findings offer detailed analysis of interactions their effects on geometry, aiming enhance accuracy stability in LWAM. Moreover, have evaluated the proposed from our developed model, which showed significant enhancement overall was validated via printing single layer multi-layer structures. quality final predicted sample using method improved 40% best produced for Design Experiment trials.

Language: Английский

Additive Manufacturing Modification by Artificial Intelligence, Machine Learning, and Deep Learning: A Review DOI Creative Commons
Mohsen Soori, Fooad Karımı Ghaleh Jough, Roza Dastres

et al.

Deleted Journal, Journal Year: 2025, Volume and Issue: unknown, P. 200198 - 200198

Published: Feb. 1, 2025

Language: Английский

Citations

3

Advancements in Laser Wire-Feed Metal Additive Manufacturing: A Brief Review DOI Open Access
Mohammad Abuabiah, Natago Guilé Mbodj, Bahaa Shaqour

et al.

Materials, Journal Year: 2023, Volume and Issue: 16(5), P. 2030 - 2030

Published: March 1, 2023

Laser Wire-Feed Metal Additive Manufacturing (LWAM) is a process that utilizes laser to heat and melt metallic alloy wire, which then precisely positioned on substrate, or previous layer, build three-dimensional metal part. LWAM technology offers several advantages, such as high speed, cost effectiveness, precision control, the ability create complex geometries with near-net shape features improved metallurgical properties. However, still in its early stages of development, integration into industry ongoing. To provide comprehensive understanding technology, this review article emphasizes importance key aspects LWAM, including parametric modeling, monitoring systems, control algorithms, path-planning approaches. The study aims identify potential gaps existing literature highlight future research opportunities field goal advancing industrial application.

Language: Английский

Citations

30

A Review on Wire-Laser Directed Energy Deposition: Parameter Control, Process Stability, and Future Research Paths DOI Creative Commons
Nahal Ghanadi, Somayeh Pasebani

Journal of Manufacturing and Materials Processing, Journal Year: 2024, Volume and Issue: 8(2), P. 84 - 84

Published: April 20, 2024

Wire-laser directed energy deposition has emerged as a transformative technology in metal additive manufacturing, offering high material efficiency and promoting cleaner process environment compared to powder processes. This technique gained attention across diverse industries due its ability expedite production facilitate the repair or replication of valuable components. work reviews state-of-the-art wire-laser gain clear understanding key variables identify challenges affecting stability. Furthermore, this paper explores modeling monitoring methods utilized literature enhance final quality fabricated parts, thereby minimizing need for repeated experiments, reducing waste. By reviewing existing literature, contributes advancing current technology. It highlights gaps while underscoring research needs deposition.

Language: Английский

Citations

14

Investigation on the Cause-Effect Relationships between the Process Parameters and the Resulting Geometric Properties for Wire-Based Coaxial Laser Metal Deposition DOI Creative Commons
Avelino Zapata, Christian Bernauer, Christian Stadter

et al.

Metals, Journal Year: 2022, Volume and Issue: 12(3), P. 455 - 455

Published: March 8, 2022

Coaxial Laser Metal Deposition with wire (LMD-w) is a valuable complement to the already established Additive Manufacturing processes in production because it allows direction-independent process high deposition rates and accuracy. However, there lack of knowledge regarding adjustment parameters during development build defect-free parts. Therefore, this work, for coaxial LMD-w was conducted using an aluminum AlMg4,5MnZr stainless steel AISI 316L. At first, boundaries parameter combinations that led were identified. The proportion between energy per unit length speed ratio proved crucial process. Then, influence on height width single beads both materials analyzed regression analysis. It shown linear models are suitable describing correlation dimensions beads. Lastly, material-independent formula presented calculate increment layer needed additive For future studies, results work will be aid different materials.

Language: Английский

Citations

31

Controls and process planning strategies for 5-axis laser directed energy deposition of Ti-6Al-4V using an 8-axis industrial robot and rotary motion DOI Creative Commons
Brian Gibson,

Paritosh Mhatre,

Michael Borish

et al.

Additive manufacturing, Journal Year: 2022, Volume and Issue: 58, P. 103048 - 103048

Published: July 20, 2022

Interest in multi-axis additive manufacturing has grown significantly recent years due to associated benefits that range from improved quality support for greater geometric complexity. A method of 5-axis Laser Hot-Wire Directed Energy Deposition is developed and demonstrated this study using an 8-axis industrial robot, comprised a 6-axis serial link robot 2 degree‐of‐freedom positioner. Coordinated motion used print Ti-6Al-4V objects predominantly through build plate rotation. Methods slicing toolpath generation are presented, including the use alternating direction philosophy manipulation CAD model surface normal vectors determining required tilt angles maintaining consistent deposition orientations relative gravity. Another objective was determine limits conventional layer height control techniques printing geometries with significant unsupported overhangs. comparison made between behavior conformal bead alignment regard, performance controller reported as it relates process stability overhang geometries. Unsupported overhangs were successfully printed at 35° without 45° tilt. Toolpath velocity net-shape well, 3D scans surfaces characterization. In all, three geometry, large-scale, multi-bead demonstrator part, which exceeded 500 mm weighed 44 kg (97 lbs).

Language: Английский

Citations

29

Prediction of deposition bead geometry in wire arc additive manufacturing using machine learning DOI Creative Commons
Won-Jung Oh, Choon-Man Lee, Dong-Hyeon Kim

et al.

Journal of Materials Research and Technology, Journal Year: 2022, Volume and Issue: 20, P. 4283 - 4296

Published: Sept. 1, 2022

The deposition bead geometry in the arc strike zone is often abnormal compared with that middle zone. accumulation of these errors process results defects overall bead. To prevent such errors, this study aimed to address irregular shape and deviation without changing path or introducing external devices. A support vector machine classifier, which a typical application machine-learning classification models, was used obtain condition ranges for uniform shape. conditions zones could reduce were obtained using regression. These applied form variable single-path deposition. Five-layer conducted validate regression model. As result validation experiment, average height width 0.36% 1.28%, respectively, 0.64% 1.26%, respectively. Therefore, model can be accurate deposition, thereby reducing post-processing cost.

Language: Английский

Citations

23

Toward defect-free components in laser metal deposition with coaxial wire feeding through closed-loop control of the melt pool temperature DOI Creative Commons
Christian Bernauer, Avelino Zapata, Michael F. Zaeh

et al.

Journal of Laser Applications, Journal Year: 2022, Volume and Issue: 34(4)

Published: Nov. 1, 2022

Laser metal deposition (LMD) is an additive manufacturing process in which a powder or wire added to laser-induced molten pool. This localized of material used for the manufacturing, modification, and repair wide range components. The use as feedstock offers various advantages over terms contamination environment, utilization rate, ease handling, price. However, achieve stable well defined geometrical microstructural properties many layers, precise knowledge on effects input variables resulting characteristics required. In this work, melt pool temperature was parameter LMD with coaxial feeding stainless steel, made possible through dedicated closed-loop control system based pyrometry. Initially, determined different conditions obtained. Within range, cause-effect relationships between geometry were investigated individual weld beads. It found that positively correlated width bead dilution. addition, dependence microhardness distribution cross section demonstrated, increased negatively affecting hardness.

Language: Английский

Citations

21

A comparative study of machine learning algorithms in the prediction of bead geometry in wire-arc additive manufacturing DOI
Mukesh Chandra,

K. E. K. Vimal,

Sonu Rajak

et al.

International Journal on Interactive Design and Manufacturing (IJIDeM), Journal Year: 2023, Volume and Issue: 18(9), P. 6625 - 6638

Published: May 14, 2023

Language: Английский

Citations

12

Segmentation-based closed-loop layer height control for enhancing stability and dimensional accuracy in wire-based laser metal deposition DOI Creative Commons
Christian Bernauer,

Philipp Leitner,

Avelino Zapata

et al.

Robotics and Computer-Integrated Manufacturing, Journal Year: 2023, Volume and Issue: 86, P. 102683 - 102683

Published: Nov. 16, 2023

Laser metal deposition (LMD) with wire is a versatile additive manufacturing process used for the production of near-net-shape components as well modification and repair applications. Major advantages using feedstock material opposed to powder include elimination hazardous dust in environment lower costs. However, highly sensitive disturbances requires significant effort parameter tuning. Thus, order achieve stable defined geometric properties over many layers, dedicated approaches monitoring control are essential. In particular, maintaining constant distance between workpiece surface head an important prerequisite stability. Therefore, this work, layer height system wire-based LMD was implemented. The objective ensure corresponding specified increment even case disturbances. Using laser line scanner, profile part obtained after each deposited layer. weld beads were then divided into small segments obtain fully discrete profile, feed rate next set by individual controller within segment. implemented tested its effectiveness under different disturbances, whereby differences could be compensated few layers. developed segmentation approach found effective method dimensional accuracy components. This work thus constitutes major contribution advancement automated metallic

Language: Английский

Citations

12

A review on laser cladding with wire feeding: process fundamentals, theoretical analyses, online monitoring, and quality controls DOI
Mingpu Yao,

Fanrong Kong

The International Journal of Advanced Manufacturing Technology, Journal Year: 2025, Volume and Issue: unknown

Published: March 27, 2025

Language: Английский

Citations

0