TY - CHAP
T1 - Tensor Data Analytics in Advanced Manufacturing Processes
AU - Shen, Bo
N1 - Publisher Copyright:
© The Author(s), under exclusive license to Springer Nature Switzerland AG 2024.
PY - 2024
Y1 - 2024
N2 - The emergence of edge computing, coupled with the growth of the Industrial Internet of Things (IIoT), along with sensors and intelligent/smart technologies, has opened up significant possibilities for the progression of advanced manufacturing. Together with data science and artificial intelligence, manufacturing data analytics are transforming manufacturing from limited factory floor automation to fully autonomous and interconnected systems. These data analytics methods are mainly based on vectors; however, real-world manufacturing data are presented in the format of high-order tensors. Accordingly, tensor data analytics has become a fast-growing area for advanced manufacturing. In this chapter, two robust tensor decomposition methods, motivated by specific engineering problems, are introduced for process monitoring in metal additive manufacturing.
AB - The emergence of edge computing, coupled with the growth of the Industrial Internet of Things (IIoT), along with sensors and intelligent/smart technologies, has opened up significant possibilities for the progression of advanced manufacturing. Together with data science and artificial intelligence, manufacturing data analytics are transforming manufacturing from limited factory floor automation to fully autonomous and interconnected systems. These data analytics methods are mainly based on vectors; however, real-world manufacturing data are presented in the format of high-order tensors. Accordingly, tensor data analytics has become a fast-growing area for advanced manufacturing. In this chapter, two robust tensor decomposition methods, motivated by specific engineering problems, are introduced for process monitoring in metal additive manufacturing.
KW - Advanced manufacturing
KW - Robust tensor decomposition
KW - Smooth sparse decomposition
UR - http://www.scopus.com/inward/record.url?scp=85194578269&partnerID=8YFLogxK
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U2 - 10.1007/978-3-031-53092-0_6
DO - 10.1007/978-3-031-53092-0_6
M3 - Chapter
AN - SCOPUS:85194578269
T3 - Springer Optimization and Its Applications
SP - 107
EP - 121
BT - Springer Optimization and Its Applications
PB - Springer
ER -