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A New Multi-Sensor Stream Data Augmentation Method for Imbalanced Learning in Complex Manufacturing Process

Multiple sensors are often mounted in a complex manufacturing process to detect failures. Due to the high reliability of modern manufacturing processes, failures only happen occasionally. Therefore, data collected in practical manufacturing processes are extremely imbalanced, which often brings abou...

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Detalles Bibliográficos
Autores principales: Xu, Dongting, Zhang, Zhisheng, Shi, Jinfei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9185280/
https://www.ncbi.nlm.nih.gov/pubmed/35684662
http://dx.doi.org/10.3390/s22114042