Part Monitoring and Quality Assessment of Conformal Additive Manufacturing Using Image Reconstruction

Author:

Kutzer Michael D.1,DeVries Levi D.1,Blas Cooper D.1

Affiliation:

1. United States Naval Academy, Annapolis, MD

Abstract

Additive manufacturing (AM) technologies have become almost universal in concept development, prototyping, and education. Advances in materials and methods continue to extend this technology to small batch and complex part manufacturing for the public and private sectors. Despite the growing popularity of digital cameras in AM systems, use of image data for part monitoring is largely unexplored. This paper presents a new method for estimating the 3D internal structure of fused deposition modeling (FDM) processes using image data from a single digital camera. Relative transformations are established using motion capture, and the 3D model is created using knowledge of the deposition path coupled with assumptions about the deposition cross-section. Results show that part geometry can be estimated and visualized using the methods presented in this work.

Publisher

American Society of Mechanical Engineers

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Synthetic-to-Real Composite Semantic Segmentation in Additive Manufacturing;Journal of Manufacturing and Materials Processing;2024-03-28

2. Predicting Future Warping from the First Layer: A Vision-Based Deep Learning Method for 3D Printing Monitoring;2023 IEEE 19th International Conference on Automation Science and Engineering (CASE);2023-08-26

3. Generalisable 3D printing error detection and correction via multi-head neural networks;Nature Communications;2022-08-15

4. Process monitoring for material extrusion additive manufacturing: a state-of-the-art review;Progress in Additive Manufacturing;2021-05-19

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