Citation: | ZHANG Yuetong, CHEN Wenliang, WANG Xiangjun, LIU Feng, WANG Meiyi. FDM printing trajectory measurement and quality evaluation method based on infrared imaging[J]. Journal of Applied Optics, 2024, 45(5): 1008-1018. DOI: 10.5768/JAO202445.0503003 |
Fused deposition modeling (FDM) is a hot working process, the research on temperature and motion accuracy in the printing process are independent directions, and the shape of the high temperature filament in the infrared image is usually not concerned, making it impossible to detect the operating status and temperature of the printer at the same time. An FDM printing trajectory measurement and quality evaluation method based on infrared imaging was proposed. The method adopted infrared camera to continuously monitor the FDM printing process, and established the pose solution model of the printer coordinate system and the camera world coordinate system, as well as the global camera motion pose solution model matching the infrared features between dynamic frames. The real time measurement of the running position of the end nozzle was realized, and the accurate print trajectory information was obtained. On this basis, the object image mapping relationship between the spatial print trajectory and the high temperature filament in the infrared image was established, and the quality of the printing process and typical defects were evaluated in the image domain. The average time of image processing was 25.9 ms, and the reprojection error of infrared camera posture measurement was 0.7 pixel. Under normal printing conditions, the average IoU between the ideal print trajectory calculated by the system and the high temperature region in the infrared image is 0.61. The experimental results show that the proposed method can accurately identify the typical problems such as model dislocation and abnormal extruding in the printing process, which provides a new solution for the related research of online print quality evaluation.
[1] |
葛正浩, 岳奇, 吉涛. 3D打印控制系统研究综述[J]. 现代制造工程, 2021(10): 154-162.
GE Zhenghao, YUE Qi, JI Tao. An overview of the research on 3D printing control systems[J]. Modern Manufacturing Engineering, 2021(10): 154-162.
|
[2] |
CHEN W J, HO J H, MUSTAPHA K B, et al. A vision based system for anomaly detection and classification in additive manufacturing[C]//2019 IEEE Conference on Sustainable Utilization and Development in Engineering and Technologies (CSUDET). Malaysia: IEEE, 2019: 87-92.
|
[3] |
BECKER P, SPIELBAUER N, ROENNAU A, et al. Real-time In-situ process error detection in additive manufacturing[C]//2020 Fourth IEEE International Conference on Robotic Computing (IRC). Taiwan, China: IEEE, 2020: 426-427.
|
[4] |
KOPSACHEILIS C, CHARALAMPOUS P, KOSTAVELIS I, et al. In situ visual quality control in 3D printing[C]//11th International Conference on Information Visualization Theory and Applications. [S.l.]: [S.n.], 2020: 317-324.
|
[5] |
RACHMAWATI S M, PARAMARTHA PUTRA M A, JUN T, et al. Fine-tuned CNN with data augmentation for 3D printer fault detection[C]//2022 13th International Conference on Information and Communication Technology Convergence (ICTC). Korea: IEEE, 2022: 902-905.
|
[6] |
屈晨光, 张师军, 高达利, 等. 环境温度对3D打印成型精度的影响[J]. 塑料工业, 2015, 43(8): 53-55. doi: 10.3969/j.issn.1005-5770.2015.08.013
QU Chenguang, ZHANG Shijun, GAO Dali, et al. Effect of ambient temperature on the 3D printing molding precision[J]. China Plastics Industry, 2015, 43(8): 53-55. doi: 10.3969/j.issn.1005-5770.2015.08.013
|
[7] |
徐子又, 胡镔, 邢泽华, 等. 层间预熔温度对熔融沉积成型打印件力学性能的影响[J]. 塑料科技, 2019, 47(5): 37-43.
XU Ziyou, HU Bin, XING Zehua, et al. Effect of interlayer premelting temperature on mechanical properties of fused deposition molded printed parts[J]. Plastics Science and Technology, 2019, 47(5): 37-43.
|
[8] |
张金立, 施一萍, 刘瑾, 等. 非封闭式FDM 3D打印机喷头温度控制器研究[J]. 传感器与微系统, 2021, 40(1): 53-55.
ZHANG Jinli, SHI Yiping, LIU Jin, et al. Research on temperature controller of non-closed FDM 3D printer nozzle[J]. Transducer and Microsystem Technologies, 2021, 40(1): 53-55.
|
[9] |
WANG F F, JU F, ROWE K, et al. Real-time control for large scale additive manufacturing using thermal images[C]//2019 IEEE 15th International Conference on Automation Science and Engineering (CASE). Canada: IEEE, 2019: 36-41.
|
[10] |
POOLADVAND K, SALERNI A D, FURLONG C. In-situ thermal monitoring of printed components during rapid prototyping by fused deposition modeling[M]//Conference Proceedings of the Society for Experimental Mechanics Series. Cham: Springer International Publishing, 2020: 131-140.
|
[11] |
ZHANG Z Y. A flexible new technique for camera calibration[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2000, 22(11): 1330-1334. doi: 10.1109/34.888718
|
[12] |
王谭, 王磊磊, 张卫国, 等. 基于张正友标定法的红外靶标系统[J]. 光学 精密工程, 2019, 27(8): 1828-1835. doi: 10.3788/OPE.20192708.1828
WANG Tan, WANG Leilei, ZHANG Weiguo, et al. Design of infrared target system with Zhang Zhengyou calibration method[J]. Optics and Precision Engineering, 2019, 27(8): 1828-1835. doi: 10.3788/OPE.20192708.1828
|
[13] |
COLLINS T, BARTOLI A. Infinitesimal plane-based pose estimation[J]. International Journal of Computer Vision, 2014, 109(3): 252-286. doi: 10.1007/s11263-014-0725-5
|
[14] |
宋栓军, 邱成鸿, 徐微, 等. 红外热像下激光熔丝成形过程冷却速率实时监测[J]. 红外与激光工程, 2022, 51(11): 3788/IRLA20220074.
SONG Shuanjun, QIU Chenghong, XU Wei, et al. Real time monitoring of cooling rate in laser metal-wire forming process under infrared thermography[J]. Infrared and Laser Engineering, 2022, 51(11): 3788/IRLA20220074.
|
[15] |
朱进前, 凌泽民, 杜发瑞, 等. 激光熔丝增材制造温度场的红外热像监测[J]. 红外与激光工程, 2018, 47(6): 0604002. doi: 10.3788/IRLA201847.0604002
ZHU Jinqian, LING Zemin, DU Farui, et al. Monitoring of laser metal-wire additive manufacturing temperature field using infrared thermography[J]. Infrared and Laser Engineering, 2018, 47(6): 0604002. doi: 10.3788/IRLA201847.0604002
|
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