[HTML][HTML] Online distortion simulation using generative machine learning models: A step toward digital twin of metallic additive manufacturing

H Mu, F He, L Yuan, H Hatamian, P Commins… - Journal of Industrial …, 2024 - Elsevier
In the era of Industry 4.0 and smart manufacturing, Wire Arc Additive Manufacturing (WAAM)
stands at the forefront, driving a paradigm shift towards automated, digitalized production …

[HTML][HTML] High geometric fidelity through closed-loop control of the weld pool size in gas metal arc welding based direct energy deposition

M Scheck, A Richter, S Beitler, T Gehling, K Treutler… - Additive …, 2024 - Elsevier
Arc based direct energy deposition combines the flexibility of additive manufacturing with
high build rates and low investment costs. However, high geometric fidelity of manufactured …

[HTML][HTML] A finite volume scheme with an adaptive heat flux calculation for fast temperature prediction for wire arc additive manufacturing

M Fabbri, I Aschwanden, K Wegener… - Journal of Materials …, 2024 - Elsevier
Thermal simulations are an essential tool for optimizing the wire arc additive manufacturing
process. However, their adoption in the process optimization workflow is still challenged by …

[HTML][HTML] End-to-end path planning for homogeneous temperature fields in additive manufacturing

I Sideris, S Duncan, M Fabbri, F Crivelli… - Journal of Materials …, 2024 - Elsevier
This study explores a novel approach to path planning in deposition-based additive
manufacturing, integrating the frequently overlooked process-induced temperature fields …

Data-driven prediction and uncertainty quantification of process parameters for directed energy deposition

F Hermann, A Michalowski, T Brünnette, P Reimann… - Materials, 2023 - mdpi.com
Laser-based directed energy deposition using metal powder (DED-LB/M) offers great
potential for a flexible production mainly defined by software. To exploit this potential …

Long Short Term Memory Based Prediction Solution Inside a Decentralized Proactive Historian for Water Industry 4.0.

A Korodi, A Nicolae, D Brisc, I Drăghici, A Corui - IEEE Access, 2024 - ieeexplore.ieee.org
Improvement possibilities of industrial systems are driven by Industrial Internet of Things
(IIoT) and Industry 4.0 concepts. The basic enablers are related to interoperation, and some …

Study on the temperature field distribution of the interface and process parameter optimization for material extrusion of PLA

Y Wang, M Tang, Z Zhou… - Polymer Engineering & …, 2024 - Wiley Online Library
Despite the significant development and wide application of 3D printing technology, there
are rarely reports on the influence of the build plate temperature upon the manufactured …