A speed normalized autoencoder for rotating machinery fault detection under varying speed conditions

CNN and Convolutional Autoencoder (CAE) based real-time sensor fault detection, localization, and correction

(2022) Debasish Jana et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Physics-Informed LSTM hyperparameters selection for gearbox fault detection

(2022) Yuejian Chen et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Anomaly detection and critical SCADA parameters identification for wind turbines based on LSTM-AE neural network

(2021) Hansi Chen et al.   RENEWABLE ENERGY

Normalization of gearbox vibration signal for tooth crack diagnosis under variable speed conditions

(2021) Xingkai Yang et al.   QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL

A deep bi-directional long short-term memory model for automatic rotating speed extraction from raw vibration signals

(2020) Meng Rao et al.   MEASUREMENT

A Sparse Autoencoder-Based Unsupervised Scheme for Pump Fault Detection and Isolation

(2020) Xiaoxia Liang et al.   Applied Sciences-Basel

Sparse time series modeling of the baseline vibration from a gearbox under time-varying speed condition

(2019) Yuejian Chen et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Early Fault Detection of Machine Tools Based on Deep Learning and Dynamic Identification

(2018) Bo Luo et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Wind Turbine Fault Detection Using a Denoising Autoencoder With Temporal Information

(2018) Guoqian Jiang et al.   IEEE-ASME TRANSACTIONS ON MECHATRONICS

Anomaly detection and fault analysis of wind turbine components based on deep learning network

(2018) Hongshan Zhao et al.   RENEWABLE ENERGY

A novel adversarial learning framework in deep convolutional neural network for intelligent diagnosis of mechanical faults

(2018) Te Han et al.   KNOWLEDGE-BASED SYSTEMS

Fault detection based on signal reconstruction with Auto-Associative Extreme Learning Machines

(2017) Yang Hu et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Unsupervised real-time anomaly detection for streaming data

(2017) Subutai Ahmad et al.   NEUROCOMPUTING

Receiver Operating Characteristic Curve in Diagnostic Test Assessment

(2010) Jayawant N. Mandrekar   Journal of Thoracic Oncology