Tomek Link and SMOTE Approaches for Machine Fault Classification with an Imbalanced Dataset

Intelligent fault diagnosis of machines with small & imbalanced data: A state-of-the-art review and possible extensions

(2021) Tianci Zhang et al.   ISA TRANSACTIONS

New imbalanced bearing fault diagnosis method based on Sample-characteristic Oversampling TechniquE (SCOTE) and multi-class LS-SVM

(2020) Jianan Wei et al.   APPLIED SOFT COMPUTING

Semisupervised Graph Convolution Deep Belief Network for Fault Diagnosis of Electormechanical System With Limited Labeled Data

(2020) Xiaoli Zhao et al.   IEEE Transactions on Industrial Informatics

A Study of Fault Diagnosis Based on Electrical Signature Analysis for Synchronous Generators Predictive Maintenance in Bulk Electric Systems

(2019) Camila Paes Salomon et al.   Energies

Incremental Reinforcement Learning With Prioritized Sweeping for Dynamic Environments

(2019) Zhi Wang et al.   IEEE-ASME TRANSACTIONS ON MECHATRONICS

Class-imbalanced dynamic financial distress prediction based on Adaboost-SVM ensemble combined with SMOTE and time weighting

(2019) Jie Sun et al.   Information Fusion

MLTL: A multi-label approach for the Tomek Link undersampling algorithm

(2019) Rodolfo M. Pereira et al.   NEUROCOMPUTING

A Combined Data-Driven and Model-Based Residual Selection Algorithm for Fault Detection and Isolation

(2017) Daniel Jung et al.   IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY

Wind Turbine Gearbox Failure Identification With Deep Neural Networks

(2017) Long Wang et al.   IEEE Transactions on Industrial Informatics

Convolutional Discriminative Feature Learning for Induction Motor Fault Diagnosis

(2017) Wenjun Sun et al.   IEEE Transactions on Industrial Informatics

Early Fault Detection in Induction Motors Using AdaBoost With Imbalanced Small Data and Optimized Sampling

(2017) Ignacio Martin-Diaz et al.   IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS

Types of minority class examples and their influence on learning classifiers from imbalanced data

(2015) Krystyna Napierala et al.   JOURNAL OF INTELLIGENT INFORMATION SYSTEMS

From Model, Signal to Knowledge: A Data-Driven Perspective of Fault Detection and Diagnosis

(2013) Xuewu Dai et al.   IEEE Transactions on Industrial Informatics