Zixiang Li , Boce Xue , Baohua Chang , Shuhe Chang , Zhenyu Liao , Yinan Cui , Changmeng Liu , Dong Du
{"title":"Influence mechanism and visual monitoring of wire deviation in wire-based electron beam directed energy deposition","authors":"Zixiang Li , Boce Xue , Baohua Chang , Shuhe Chang , Zhenyu Liao , Yinan Cui , Changmeng Liu , Dong Du","doi":"10.1016/j.addma.2025.104784","DOIUrl":null,"url":null,"abstract":"<div><div>Wire-based electron beam directed energy deposition (DED) is acclaimed for its high deposition efficiency, optimal material utilization, and the ambient conditions of vacuum deposition. Nonetheless, the inherent stresses resulting from wire circular stockpiling, coupled with the thermal-induced deformation, readily lead to the deviation of feeding wire from the molten pool, which drastically impacts the forming quality and stability during the deposition process. Therefore, it is imperative to delve into the influence mechanisms of the wire deviation response and develop the corresponding online monitoring method. In this study, the wire deviation simulation model was originally established, and the experiment method was also combined to reveal the effects of wire deviation on the wire melting process, molten pool dynamics, and the as-printed part morphology. Furthermore, a visual sensing system and corresponding image extraction algorithms were also developed, specifically designed to monitor and analyze this behavior. Results indicate with increasing deviation distance, the wire melting pattern shifts from droplet to liquid bridge mode until it fails to melt. When the deviation distance is on a small-scale, it can cause molten pool liquid outflow (liquid transition mode) and a deviation in the deposition path location (droplet transition mode) despite the existence of obvious reflux behavior. In addition, the monitoring system developed in this study can effectively protect the camera lens from being contaminated by the metal vapor and the issue of unclear wire regions caused by the overexposure of the molten pool. The gray-level co-occurrence matrix was adopted to effectively overcome the issue of unclear boundaries at the wire center, and the texture entropy feature’s noise ratio only increased from 1.0 to 1.3, demonstrating good noise resistance. Based on the developed algorithm, the wire’s deflection distance can be detected with an error below 0.1 mm and a response time under 10 ms. The newly revealed mechanisms and the developed monitoring technologies lay a solid foundation for the subsequent closed-loop control of wire deviation behavior, making a significant enhancement of forming stability and automation level of wire-based DED technology.</div></div>","PeriodicalId":7172,"journal":{"name":"Additive manufacturing","volume":"104 ","pages":"Article 104784"},"PeriodicalIF":10.3000,"publicationDate":"2025-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Additive manufacturing","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2214860425001484","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, MANUFACTURING","Score":null,"Total":0}
引用次数: 0
Abstract
Wire-based electron beam directed energy deposition (DED) is acclaimed for its high deposition efficiency, optimal material utilization, and the ambient conditions of vacuum deposition. Nonetheless, the inherent stresses resulting from wire circular stockpiling, coupled with the thermal-induced deformation, readily lead to the deviation of feeding wire from the molten pool, which drastically impacts the forming quality and stability during the deposition process. Therefore, it is imperative to delve into the influence mechanisms of the wire deviation response and develop the corresponding online monitoring method. In this study, the wire deviation simulation model was originally established, and the experiment method was also combined to reveal the effects of wire deviation on the wire melting process, molten pool dynamics, and the as-printed part morphology. Furthermore, a visual sensing system and corresponding image extraction algorithms were also developed, specifically designed to monitor and analyze this behavior. Results indicate with increasing deviation distance, the wire melting pattern shifts from droplet to liquid bridge mode until it fails to melt. When the deviation distance is on a small-scale, it can cause molten pool liquid outflow (liquid transition mode) and a deviation in the deposition path location (droplet transition mode) despite the existence of obvious reflux behavior. In addition, the monitoring system developed in this study can effectively protect the camera lens from being contaminated by the metal vapor and the issue of unclear wire regions caused by the overexposure of the molten pool. The gray-level co-occurrence matrix was adopted to effectively overcome the issue of unclear boundaries at the wire center, and the texture entropy feature’s noise ratio only increased from 1.0 to 1.3, demonstrating good noise resistance. Based on the developed algorithm, the wire’s deflection distance can be detected with an error below 0.1 mm and a response time under 10 ms. The newly revealed mechanisms and the developed monitoring technologies lay a solid foundation for the subsequent closed-loop control of wire deviation behavior, making a significant enhancement of forming stability and automation level of wire-based DED technology.
期刊介绍:
Additive Manufacturing stands as a peer-reviewed journal dedicated to delivering high-quality research papers and reviews in the field of additive manufacturing, serving both academia and industry leaders. The journal's objective is to recognize the innovative essence of additive manufacturing and its diverse applications, providing a comprehensive overview of current developments and future prospects.
The transformative potential of additive manufacturing technologies in product design and manufacturing is poised to disrupt traditional approaches. In response to this paradigm shift, a distinctive and comprehensive publication outlet was essential. Additive Manufacturing fulfills this need, offering a platform for engineers, materials scientists, and practitioners across academia and various industries to document and share innovations in these evolving technologies.