Real-time abnormality detection and classification in diesel engine operations with convolutional neural network

The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

(2020) Davide Chicco et al.   BMC GENOMICS

An engine-fault-diagnosis system based on sound intensity analysis and wavelet packet pre-processing neural network

(2020) Y.S. Wang et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

1D convolutional neural networks and applications: A survey

(2020) Serkan Kiranyaz et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Real-time combustion torque estimation and dynamic misfire fault diagnosis in gasoline engine

(2019) Taixiong Zheng et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

The impact of class imbalance in classification performance metrics based on the binary confusion matrix

(2019) Amalia Luque et al.   PATTERN RECOGNITION

Real-Time Classification of Diesel Marine Engine Loads Using Machine Learning

(2019) Syed Maaz Shahid et al.   SENSORS

A New Convolutional Neural Network-Based Data-Driven Fault Diagnosis Method

(2018) Long Wen et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Real-Time Fault Detection and Identification for MMC using 1D Convolutional Neural Networks

(2018) Serkan Kiranyaz et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

A review on neural networks with random weights

(2018) Weipeng Cao et al.   NEUROCOMPUTING

Real-Time Angular Velocity-Based Misfire Detection Using Artificial Neural Networks

(2018) Pan Zhang et al.   JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME

Fault Detection and Severity Identification of Ball Bearings by Online Condition Monitoring

(2018) Osama Abdeljaber et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Machining vibration states monitoring based on image representation using convolutional neural networks

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

Real-Time Patient-Specific ECG Classification by 1-D Convolutional Neural Networks

(2016) Serkan Kiranyaz et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Real-Time Motor Fault Detection by 1-D Convolutional Neural Networks

(2016) Turker Ince et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Genetic algorithm optimization applied to the fuel supply parameters of diesel engines working at plateau

(2015) Zhenxia Zhu et al.   APPLIED ENERGY

Misfire Detection of Spark Ignition Engines Using a New Technique Based on Mean Output Power

(2015) M. Boudaghi et al.   JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME

Study on the effect of engine operation parameters on cyclic combustion variations and correlation coefficient between the pressure-related parameters of a CNG engine

(2013) H.G. Zhang et al.   APPLIED ENERGY

Modeling and optimization of biodiesel engine performance using advanced machine learning methods

(2013) Ka In Wong et al.   ENERGY

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

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

Optimization of operational parameters on performance and emissions of a diesel engine using biodiesel

(2013) K. Sivaramakrishnan et al.   International Journal of Environmental Science and Technology

Combustion Torque Estimation and Misfire Detection for Calibration of Combustion Engines by Parametric Kalman Filtering

(2012) Siegfried Helm et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

A Comparison of MCC and CEN Error Measures in Multi-Class Prediction

(2012) Giuseppe Jurman et al.   PLoS One

An expert system for fault diagnosis in internal combustion engines using wavelet packet transform and neural network

(2008) Jian-Da Wu et al.   EXPERT SYSTEMS WITH APPLICATIONS

Efficient Multiclass ROC Approximation by Decomposition via Confusion Matrix Perturbation Analysis

(2008) T.C.W. Landgrebe et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE