基于机器学习的传感器监测在金属激光增材制造中的应用

doi:10.11896/cldb.23080174

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Abstract Metal additive manufacturing is an advanced manufacturing technology that forms components by depositing metal materials layer by layer. During the manufacturing process, factors such as the physical environment, machine conditions, and processing parameters can lead to various defects in the fabricated parts. By employing sensors to monitor process signals and integrating machine learning algorithms, it is possible to identify defects in the fabricated parts and evaluate their quality and performance. This paper reviews the research progress on the application of acoustic sensors, thermal sensors, visible light cameras, spectroscopic sensors, and multi-sensor fusion in in-situ monitoring, feature extraction, data fusion, and machine learning algorithms for additive manufacturing. Additionally, the challenges associated with the application of machine learning technologies are discussed, with a focus on the current research status of physics-informed machine learning approaches. Finally, key issues and future research directions are summarized and outlined.

Key words： additive manufacturing machine learning sensor monitoring feature extraction data fusion physical information

Published: 25 January 2025 Online: 2025-01-21

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TP181

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	Articles by authors
	TIAN Gen
	ZHU Fuhong
	WANG Wenyu
	WANG Xiaoming
	ZHAO Yang
	HAN Guofeng
	REN Zhiqiang
	ZHU Sheng

Cite this article:

TIAN Gen,ZHU Fuhong,WANG Wenyu, et al. Application of Sensor Monitoring Based on Machine Learning in Metal Laser Additive Manufacturing[J]. Materials Reports, 2025, 39(2): 23080174-16.

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https://www.mater-rep.com/EN/10.11896/cldb.23080174 OR https://www.mater-rep.com/EN/Y2025/V39/I2/23080174

1 Li Z, Zou X F, Bao F B, et al. In: Proceedings of the Conference of the-Efficiency-and-Performance-Engineering-Network (TEPEN) / 6th International Conference on Maintenance Engineering (IncoME). Tianjin, China, 2023.
2 Zhu X B, Jiang F C, Guo C H, et al. Optics and Laser Technology, 2023, 159, 17.
3 Chen L, Yao X, Tan C, et al. Additive Manufacturing, 2023, 69.
4 Pandiyan V, Cui D, Le-Quang T, et al. Journal of Manufacturing Processes, 2022, 81, 1064.
5 Era I Z, Grandhi M, Liu Z C. International Journal of Advanced Manufacturing Technology, 2022, 121(3-4), 2445.
6 Lee J, Park H J, Chai S, et al. Applied Sciences-Basel, 2021, 11(4), 1966.
7 Zhang Z, Liu Z, Wu D. Additive Manufacturing, 2021, 37, 101692.
8 Zhao C, Yang Y Q, Shi B, et al. Chinese Science Bulletin-Chinese, 2022, 67(25), 3036.
9 Lin X, Zhu K P, Fuh J Y H, et al. Isa Transactions, 2022, 120, 147.
10 Zhu K, Fuh J Y H, Lin X. Ieee-Asme Transactions on Mechatronics, 2022, 27(5), 2495.
11 Ghungrad S, Gould B, Soltanalian M, et al. Manufacturing Letters, 2021, 29, 94.
12 Qin J, Hu F, Liu Y, et al. Additive Manufacturing, 2022, 52, 102691.
13 Westphal E, Seitz H. Additive Manufacturing, 2022, 50, 14.
14 Wang P, Yang Y R, Moghaddam N S. Journal of Manufacturing Processes, 2022, 73, 961.
15 Guo S H, Agarwal M, Cooper C, et al. Journal of Manufacturing Systems, 2022, 62, 145.
16 Herzog T, Brandt M, Trinchi A, et al. Journal of Intelligent Manufactu-ring, 2023, 31.
17 Fang L C, Cheng L, Glerum J A, et al. Npj Computational Materials, 2022, 8(1), 15.
18 Misra S, Mohanty I, Raza M S, et al. Surface & Coatings Technology, 2022, 447.
19 Mohammadi M G, Mahmoud D, Elbestawi M. Optics and Laser Technology, 2021, 143.
20 Gaja H, Liou F. The International Journal of Advanced Manufacturing Technology, 2017, 90, 561.
21 Wang H J, Li B, Xuan F Z. International Journal of Advanced Manufacturing Technology, 2022, 122(5-6), 2277.
22 Chen L, Yao X, Moon S K. Materials Today: Proceedings, 2022, 70, 136.
23 Hu K, Wang Y, Li W, et al. Journal of Manufacturing Processes, 2022, 78, 32.
24 Pandiyan V, Cui D, Parrilli A, et al. Manufacturing Letters, 2022, 33, 776.
25 Ren W J, Wen G R, Zhang Z F, et al. Materials and Manufacturing Processes, 2022, 37(11), 1339.
26 Chen L, Bi G, Yao X, et al. Robotics and Computer-Integrated Manufacturing, 2023, 84, 102581.
27 Altenburg S J, Straße A, Gumenyuk A, et al. Quantitative InfraRed Thermography Journal, 2020, 19(2), 97.
28 Bennett J L, Kafka O L, Liao H, et al. Procedia Manufacturing, 2018, 26, 912.
29 Mahmoud D, Magolon M, Boer J, et al. Applied Sciences-Basel, 2021, 11(24), 11910.
30 Hossain M S, Taheri H. Journal of Materials Engineering and Perfor-mance, 2020, 29(10), 6249.
31 Taheri H, Koester L W, Bigelow T A, et al. Journal of Manufacturing Science and Engineering-Transactions of the Asme, 2019, 141(4), 041011.
32 Hossain S, Taheri H, Amer Soc Mech E. In: Proceedings of the ASME International Mechanical Engineering Congress and Exposition (IMECE). Electr Network, 2021.
33 Hossain M S, Taheri H. International Journal of Advanced Manufacturing Technology, 2021, 116(11-12), 3473.
34 Pandiyan V, Drissi-Daoudi R, Shevchik S, et al. Journal of Materials Processing Technology, 2022, 303, 117531.
35 Zhao C, Parab N D, Li X X, et al. Science, 2020, 370(6520), 1080.
36 Ye D S, Hong G S, Zhang Y J, et al. International Journal of Advanced Manufacturing Technology, 2018, 96(5-8), 2791.
37 Drissi-Daoudi R, Pandiyan V, Loge R, et al. Virtual and Physical Prototyping, 2022, 17(2), 181.
38 Schmidt R R, Hildebrand J, Kraljevski I, et al. In: Proceedings of the IEEE sensors Conference. Dallas, 2022.
39 Luo S Y, Ma X Q, Xu J, et al. Sensors, 2021, 21(21), 20.
40 Chaki J. International Journal of Speech Technology, 2021, 24(4), 913.
41 Sharma G, Umapathy K, Krishnan S. Applied Acoustics, 2020, 158, 21.
42 Ghoraani B, Krishnan S. Ieee Transactions on Audio Speech and Language Processing, 2011, 19(7), 2197.
43 Bappy M M, Liu C N, Bian L K, et al. Journal of Manufacturing Science and Engineering-Transactions of the Asme, 2022, 144(11), 11.
44 Cao J. In: Proceedings of the Society-for Experimental-Mechanics (SEM) Annual Conference and Exposition on Experimental and Applied Mechanics. Greenville, 2019.
45 Bennett J, Glerum J, Cao J. Cirp Annals-Manufacturing Technology, 2021, 70(1), 187.
46 Guo S H, Guo W H, Bian L K, et al. Ieee Transactions on Automation Science and Engineering, 2022, 20(1), 482.
47 Hao C, Liu Z, Xie H, et al. Applied Thermal Engineering, 2020, 177, 115475.
48 Abouelnour Y, Gupta N. Materials & Design, 2022, 222, 111063.
49 Elwarfalli H, Papazoglou D, Erdahl D, et al. In: Proceedings of the IEEE National Aerospace and Electronics Conference (NAECON). Dayton, OH, IEEE: NEW YORK, 2019.
50 Kats D, Wang Z D, Gan Z T, et al. Computational Materials Science, 2022, 202, 10.
51 Chen L, Yao X, Ng N, et al. In: Proceedings of the 2022 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM). 2022.
52 Zhang X, Saniie J, Bakhtiari S, et al. Ieee Access, 2022, 10, 9094.
53 Khanzadeh M, Tian W M, Yadollahi A, et al. Additive Manufacturing, 2018, 23, 443.
54 Chen R M, Sodhi M, Imani M, et al. Cirp Journal of Manufacturing Science and Technology, 2023, 41, 380.
55 Zhang X, Saniie J, Heifetz A. Jom, 2020, 72(12), 4244.
56 Ye D, Fuh J Y H, Zhang Y, et al. Isa Transactions, 2018, 81, 96.
57 Bappy M M, Fullington D, Bian L K, et al. Manufacturing Letters, 2023, 36, 86.
58 Guo W H, Tian Q, Guo S H, et al. Cirp Annals-Manufacturing Technology, 2020, 69(1), 205.
59 Ren Y M, Zhang Y C, Ding Y Y, et al. Chemical Engineering Research & Design, 2021, 171, 254.
60 Ho S, Zhang W L, Young W, et al. Ieee Access, 2021, 9, 115100.
61 Khanzadeh M, Chowdhury S, Tschopp M A, et al. Iise Transactions, 2019, 51(5), 437.
62 Mitchell J A, Ivanoff T A, Dagel D, et al. Additive Manufacturing, 2020, 31, 15.
63 Khanzadeh M, Chowdhury S, Marufuzzaman M, et al. Journal of Manufacturing Systems, 2018, 47, 69.
64 Smoqi Z, Gaikwad A, Bevans B, et al. Journal of Materials Processing Technology, 2022, 304, 23.
65 Paulson N H, Gould B, Wolff S J, et al. Additive Manufacturing, 2020, 34, 9.
66 Oster S, Breese P P, Ulbricht A, et al. Journal of Intelligent Manufactu-ring, 2023, 20.
67 Tian Q, Guo S H, Melder E, et al. Journal of Manufacturing Science and Engineering-Transactions of the Asme, 2021, 143(4), 14.
68 Seifi S H, Tian W M, Doude H, et al. Journal of Manufacturing Science and Engineering-Transactions of the Asme, 2019, 141(8), 12.
69 Esfahani M N, Bappy M M, Bian L K, et al. Journal of Manufacturing Processes, 2022, 75, 895.
70 Cooper C, Zhang J, Huang J, et al. Journal of Materials Processing Technology, 2023, 315, 117908.
71 Seifi S H, Yadollahi A, Tian W M, et al. Advanced Intelligent Systems, 2021, 3(12), 18.
72 Imani F, Chen R M, Diewald E, et al. Journal of Manufacturing Science and Engineering-Transactions of the Asme, 2019, 141(11), 12.
73 Leach R. Optical measurement of surface topography, Springer, 2011.
74 Yao B, Imani F, Yang H. Ieee Robotics and Automation Letters, 2018, 3(4), 2792.
75 Yang Z, Adnan M, Lu Y, et al. In: Proceedings of the IEEE 18th International Conference on Automation Science and Engineering (IEEE CASE). Mexico City, Mexico, Ieee: New York, 2022.
76 Li J C, Cao L C, Xu J, et al. Measurement, 2022, 187, 15.
77 Perani M, Baraldo S, Decker M, et al. Robotics and Computer-Integrated Manufacturing, 2023, 79, 8.
78 Zhang Z B, Sahu C K, Singh S K, et al. International Journal of Production Research, 2024, 62(5), 1803.
23080174-1579 Liu R S, Yang H. Additive Manufacturing, 2023, 61, 13.
80 Zhang Y, Hong G S, Ye D, et al. Materials & Design, 2018, 156, 458.
81 Zhang Y J, Soon H G, Ye D S, et al. Ieee Transactions on Industrial Informatics, 2020, 16(9), 5769.
82 Zhang Y, Fuh J Y, Ye D, et al. Additive Manufacturing, 2019, 25, 263.
83 Zhang Y J, Yan W T, Hong G S, et al. Rapid Prototyping Journal, 2022, 28(5), 841.
84 Wu Z Q, Xu Z Y, Fan W. Measurement, 2022, 194, 10.
85 Scime L, Siddel D, Baird S, et al. Additive Manufacturing, 2020, 36, 21.
86 Dasari S K, Cheddad A, Palmquist J, et al. In: Proceedings of the 7th International Conference on Soft Computing and Machine Intelligence (ISCMI). Stockholm, Sweden, Ieee: New York, 2020.
87 Kim J, Yang Z, Ko H, et al. Journal of Manufacturing Systems, 2023, 68, 117.
88 Mazumder J, Song L, Wang C.U.S. Patent 9, 752, 988, 2017
89 Lednev V N, Sdvizhenskii P A, Asyutin R D, et al. Additive Manufactu-ring, 2019, 25, 64.
90 Lough C S, Escano L I, Qu M, et al. Journal of Manufacturing Processes, 2020, 53, 336.
91 Shin J, Mazumder J. Optics & Laser Technology, 2018, 106, 40.
92 Song L, Beyer E, Morris T, et al. SPIE, 2012, 8239, 120.
93 Song L, Mazumder J. Ieee Sensors Journal, 2011, 12(5), 958.
94 Mccann R, Obeidi M A, Hughes C, et al. Additive Manufacturing, 2021, 45, 19.
95 Pignatelli G, Strasse A, Gumenyuk A, et al. Materials Testing, 2022, 64(1), 24.
96 Nassar A, Spurgeon T, Reutzel E. In: Proceedings of the 2014 International Solid Freeform Fabrication Symposium. University of Texas at Austin, 2014.
97 Chen B, Yao Y, Tan C, et al. The International Journal of Advanced Manufacturing Technology, 2018, 96, 4231.
98 Schmidt M, Huke P, Gerhard C, et al. Materials, 2021, 14(16), 14.
99 Choi J, Wooldridge M, Mazumder J. Journal of Laser Applications, 2023, 35(1), 28.
100 Sun W B, Zhang Z H, Ren W J, et al. Journal of Manufacturing Science and Engineering-Transactions of the Asme, 2022, 144(1), 13.
101 Stutzman C B, Nassar A R, Reutzel E W. Additive Manufacturing, 2018, 21, 333.
102 Montazeri M, Nassar A R, Dunbar A J, et al. Iise Transactions, 2020, 52(5), 500.
103 Song L, Huang W, Han X, et al. IEEE Transactions on Industrial Electronics, 2017, 64(1), 633.
104 Lednev V N, Sdvizhenskii P A, Asyutin R D, et al. Optics Express, 2019, 27(4), 4612.
105 Xu A Z Y, Chen B B, Tan C C W, et al. Journal of Laser Applications, 2019, 31(2), 7.
106 Kong L, Peng X, Chen Y, et al. International Journal of Extreme Manufacturing, 2020, 2(2), 022001.
107 Chen L, Yao X, Feng W, et al. American Society of Mechanical Engineers, 2023, 87295, V002T02A069.
108 Shen B, Lu J, Wang Y M, et al. Journal of Materials Research and Technology-Jmr&T, 2022, 20, 561.
109 Gaikwad A, Williams R J, De Winton H, et al. Materials & Design, 2022, 221, 22.
110 Montazeri M, Nassar A R, Stutzman C B, et al. Additive Manufacturing, 2019, 30, 10.
111 Petrich J, Snow Z, Corbin D, et al. Additive Manufacturing, 2021, 48, 13.
112 Hu F, Liu Y, Qin J, et al. In: Proceedings of the 16th IEEE International Conference on Automation Science and Engineering (CASE). Electr Network, 2020.
113 Zamiela C, Jiang Z P, Stokes R, et al. Journal of Manufacturing Science and Engineering-Transactions of the Asme, 2023, 145(6), 13.
114 Vandone A, Baraldo S, Valente A. Ieee Robotics and Automation Letters, 2018, 3(4), 3279.
115 Bevans B, Barrett C, Spears T, et al. Virtual and Physical Prototyping, 2023, 18(1), 27.
116 Morgan J P, Morgan Jr J P, Natale D J, et al. In: Proceedings of the 2017 International Solid Freeform Fabrication Symposium. University of Texas at Austin, 2017.
117 Decker N, Huang Q, Asme. In: Proceedings of the 14th ASME International Manufacturing Science and Engineering Conference. Erie,USA. 2019.
118 Yaghi A, Ayvar-Soberanis S, Moturu S, et al. Additive Manufacturing, 2019, 27, 224.
119 Parsazadeh M, Sharma S, Dahotre N. Progress in Materials Science, 2023, 135, 43.
120 Perumal V, Abueidda D, Koric S, et al. Journal of Manufacturing Processes, 2023, 85, 405.
121 Liu R, Liu S, Zhang X L. International Journal of Advanced Manufactu-ring Technology, 2021, 113(7-8), 1943.
122 Chen C, Wong S J L, Raghavan S, et al. Materials & Design, 2022, 222.
123 Wang H J, Li B, Xuan F Z. Journal of Materials Processing Technology, 2022, 307, 13.
124 Huang Q, Wang Y X, Lyu M, et al. Ieee Transactions on Automation Science and Engineering, 2020, 17(3), 1486.
125 Ko H, Lu Y, Yang Z, et al. Journal of Manufacturing Systems, 2023, 67, 213.
126 Jiang F L, Xia M, Hu Y W. 3D Printing and Additive Manufacturing, 2024, 11(4), e1679.
127 Zhu Q M, Liu Z L, Yan J H. Computational Mechanics, 2021, 67(2), 619.
128 Mcgowan E, Gawade V, Guo W H. Sensors, 2022, 22(2), 18.
129 Kapusuzoglu B, Mahadevan S. Reliability Engineering & System Safety, 2021, 214, 18.
130 Hosseini E, Ghanbari P G, Molinaro R, et al. Computer Methods in Applied Mechanics and Engineering, 2023, 410, 11.
131 Ciampaglia A, Tridello A, Paolino D S, et al. International Journal of Fatigue, 2023, 170, 13.
132 Wang H J, Li B, Xuan F Z. International Journal of Fatigue, 2022, 164, 10.
133 Salvati E, Tognan A, Laurenti L, et al. Materials & Design, 2022, 222, 14.
134 Ghungrad S, Gould B, Wolff S, et al. In: Proceedings of the Internatio-nal Manufacturing Science and Engineering Conference. American Society of Mechanical Engineers, 2022.
135 Liao S H, Xue T J, Jeong J, et al. Computational Mechanics, 2023, 72(3), 499.
136 Ren Y, Wang Q, Michaleris P. Journal of Dynamic Systems Measurement and Control-Transactions of the Asme, 2021, 143(12), 13.
137 Stump B. Computational Materials Science, 2022, 212, 10.
138 Mondal B, Mukherjee T, Debroy T. Acta Materialia, 2022, 226, 117612.
139 Du Y, Mukherjee T, Debroy T. Applied Materials Today, 2021, 24, 12.
140 Wang Z, Jiang C, Horstemeyer M F, et al. In: Proceedings of the 15th ASME International Manufacturing Science and Engineering Conference (MSEC). Electr Network, 2020.
141 Li X, Dai R, Chen S, et al. Optics & Laser Technology, 2023, 164, 109510.
142 Knüttel D, Baraldo S, Valente A, et al. CIRP Annals, 2022, 71(1), 193.
143 Ye J H, Mahmoudi M, Karayagiz K, et al. Asce-Asme Journal of Risk and Uncertainty in Engineering Systems Part B-Mechanical Engineering, 2022, 8(1), 12.
144 Wen Q, Zhou T, Zhang C, et al. arXiv preprint arXiv:2202-07125, 2022.
145 Devlin J, Chang M W, Lee K, et al. arXiv preprint arXiv:1810-04805, 2018.