Görick, Dominik and Larsen, Lars-Christian and Stingl, Isabelle and Baumbach, Dirk and Schuster, Alfons (2024) The Use of Thermal Data for Quality Assurance in the Process of Continuous Ultrasonic Welding of Thermoplastic Composite Materials. 20th World Conference on Non-Destructive Testing, 2024-05-27 - 2024-05-31, Incheon, Südkorea.
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Abstract
Continuous ultrasonic welding (CUW) is a manufacturing process used to join thermoplastic composite materials using high-frequency ultrasonic vibrations. Under pressure and vibration, the welding material heats up, melts and the welding partners are joined while they are cooling down. The development of CUW is getting raised attention over the last decade since the use of thermoplastic composites (TCs) in the production industry and especially the aerospace sector demands for economic and fast joining techniques. In order to establish this welding technique in the industry it is necessary to develop methods which enable to do quality assurance on the produced welding seams. In the experiments described in this paper the potential of thermal measurements for the quality assurance of the ultrasonic welding of TCs is investigated. Different thermal systems are evaluated and it is described how the data of the most promising technique is further processed and fed to an artificial intelligence (AI) algorithm. The here trained networks are created to predict lab-shear-strength values and reach mean absolute error scores of below 1 MPa. The described investigations hint that thermography seem to be a valuable resource to make more reliable quality assurance in the process of CUW of TCs and therefore might help to establish the use of this welding technology further in the industry.
| Item URL in elib: | https://elib.dlr.de/204651/ | ||||||||||||||||||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||||||||||
| Title: | The Use of Thermal Data for Quality Assurance in the Process of Continuous Ultrasonic Welding of Thermoplastic Composite Materials | ||||||||||||||||||||||||
| Authors: |
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| Date: | 28 May 2024 | ||||||||||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||||||||||
| Open Access: | No | ||||||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||||||
| In SCOPUS: | No | ||||||||||||||||||||||||
| In ISI Web of Science: | No | ||||||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||||||
| Keywords: | quality assurance, thermography, infrared camera, deep learning, artificial intelligence, Continuous Ultrasonic Welding, | ||||||||||||||||||||||||
| Event Title: | 20th World Conference on Non-Destructive Testing | ||||||||||||||||||||||||
| Event Location: | Incheon, Südkorea | ||||||||||||||||||||||||
| Event Type: | international Conference | ||||||||||||||||||||||||
| Event Start Date: | 27 May 2024 | ||||||||||||||||||||||||
| Event End Date: | 31 May 2024 | ||||||||||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||||||
| HGF - Program: | Aeronautics | ||||||||||||||||||||||||
| HGF - Program Themes: | Components and Systems | ||||||||||||||||||||||||
| DLR - Research area: | Aeronautics | ||||||||||||||||||||||||
| DLR - Program: | L CS - Components and Systems | ||||||||||||||||||||||||
| DLR - Research theme (Project): | L - Structural Materials and Design | ||||||||||||||||||||||||
| Location: | Augsburg | ||||||||||||||||||||||||
| Institutes and Institutions: | Institute of Structures and Design > Automation and Production Technology | ||||||||||||||||||||||||
| Deposited By: | Görick, Dominik | ||||||||||||||||||||||||
| Deposited On: | 11 Jun 2024 09:54 | ||||||||||||||||||||||||
| Last Modified: | 11 Jun 2024 09:54 |
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