SSS-AE: Anomaly Detection Using Self-Attention Based Sequence-to-Sequence Auto-Encoder in SMD Assembly Machine Sound

SSS-AE: Anomaly Detection Using Self-Attention Based Sequence-to-Sequence Auto-Encoder in SMD Assembly Machine Sound

A Surface-Mounted Device (SMD) assembly machine continuously assembles various products in real field. Unwanted situations such as assembly failure and device breakdown can occur at any time during the assembly process and result in costly losses. Anomaly detection techniques using deep learning are...

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Bibliographic Details
Main Authors: Ki Hyun Nam, Young Jong Song, Il Dong Yun
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Anomaly detection
auto-encoder
self-attention
sequence-to-sequence
Online Access:https://ieeexplore.ieee.org/document/9536749/

Internet

https://ieeexplore.ieee.org/document/9536749/

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