IEEE - Institute of Electrical and Electronics Engineers, Inc. - A Local Adaptive Minority Selection and Oversampling Method for Class-Imbalanced Fault Diagnostics in Industrial Systems

Author(s): Zhenyu Wu ; Wenfang Lin ; Binghao Fu ; Juchuan Guo ; Yang Ji ; Michael Pecht
Sponsor(s): IEEE Reliability Society
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Volume: PP
Page(s): 1 - 12
ISSN (Electronic): 1558-1721
ISSN (Paper): 0018-9529
DOI: 10.1109/TR.2019.2942049
Regular:

Data-driven fault diagnostics of industrial systems suffer from class-imbalanced problems, which is a common challenge for machine learning algorithms as it is difficult to learn the features of... View More

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