Wind Turbine Signal Fault Diagnosis using Deep Neural Networks-Inspired Model

Wind Turbine Signal Fault Diagnosis using Deep Neural Networks-Inspired Model

This work presents a deep neural network-inspired solution to intelligent signal fault diagnosis for wind turbine gearbox systems. A 1D convolution deep neural network architecture is proposed, constructed and validated. The proposed model was constructed of 1D signal for the input layer, 10 differe...

وصف كامل

محفوظ في:

التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Rababaah, Aaron (author)
منشور في:	2021
الوصول للمادة أونلاين:	https://dspace.auk.edu.kw/handle/11675/9608 https://www.inderscience.com/info/ingeneral/forthcoming.php?jcode=ijcat
الوسوم:	إضافة وسم لا توجد وسوم, كن أول من يضع وسما على هذه التسجيلة!

مواد مشابهة

Wind turbine signal fault diagnosis using deep neural networks-inspired model
حسب: Rababaah, Aaron
منشور في: (2023)

Comparative Study of Deep Learning Models Versus Machine Learning Models for Wind Turbine Intelligent Health Diagnosis Systems
حسب: Rababaah, Aaron
منشور في: (2023)

Condition Monitoring and Fault Diagnosis of Wind Turbine: A Systematic Literature Review
حسب: Musavir Hussain (20725062)
منشور في: (2024)

Effective Fault Detection and Diagnosis for Power Converters in Wind Turbine Systems Using KPCA-Based BiLSTM
حسب: Zahra Yahyaoui (17821208)
منشور في: (2022)

Reduced neural network based ensemble approach for fault detection and diagnosis of wind energy converter systems
حسب: Khaled Dhibi (16891524)
منشور في: (2022)

Deep transfer learning strategy in intelligent fault diagnosis of gas turbines based on the Koopman operator
حسب: Fatemeh Negar Irani (22302835)
منشور في: (2024)

SER inspired deep learning approach to detect cardiac arrhythmias in electrocardiogram signals using Temporal Convolutional Network and graph neural network
حسب: Samin Yaser (22803530)
منشور في: (2025)

A Novel Skin-Inspired Model for Intelligent Object Recognition in Sensor Networks
حسب: Rababaah, Aaron
منشور في: (2022)

Deep Learning of Human Posture Image Classification using Convolutional Neural Networks
حسب: Rababaah, Aaron
منشور في: (2022)

Model Predictive Control Techniques for Wind Turbines
حسب: unknown
منشور في: (2020)

Model Predictive Control Techniques for Wind Turbines
حسب: unknown
منشور في: (2020)

Optimal Wind Turbine Design Based Wind Potential and Radial Distribution Network Characteristics
حسب: Fatima-Azahraa Bourhim (16876020)
منشور في: (2023)

A model predictive control strategy for enhancing fault ride through in PMSG wind turbines using SMES and improved GSC control
حسب: Sobhy M. Abdelkader (13038282)
منشور في: (2023)

A novel hybrid methodology for fault diagnosis of wind energy conversion systems
حسب: Khaled Dhibi (16891524)
منشور في: (2023)

Evaluation of Neuro Images for the Diagnosis of Alzheimer's Disease Using Deep Learning Neural Network
حسب: Ahila A (18394806)
منشور في: (2022)

Effective uncertain fault diagnosis technique for wind conversion systems using improved ensemble learning algorithm
حسب: Khadija Attouri (18024307)
منشور في: (2023)

A data-driven approach for fault diagnosis in multi-zone HVAC systems: Deep neural bilinear Koopman parity
حسب: Fatemeh Negar Irani (16410087)
منشور في: (2023)

Genetic-Algorithm-Based Neural Network for Fault Detection and Diagnosis: Application to Grid-Connected Photovoltaic Systems
حسب: Amal Hichri (21383672)
منشور في: (2022)

Interval-Valued SVM Based ABO for Fault Detection and Diagnosis of Wind Energy Conversion Systems
حسب: Majdi Mansouri (16869885)
منشور في: (2022)

Dynamic Modeling, Analysis, and Control of a Vertical Axis Wind Turbine
حسب: unknown
منشور في: (2020)

Dynamic Modeling, Analysis, and Control of a Vertical Axis Wind Turbine
حسب: unknown
منشور في: (2020)

Detection of high impedance faults using artificial neural networks
حسب: Al-Mubarak, Mohammad Hasan Mohammad
منشور في: (2001)

On the performance of fusion based planet-scope and Sentinel-2 data for crop classification using inception inspired deep convolutional neural network
حسب: Nasru Minallah (9427338)
منشور في: (2020)

Comprehensive review of gas turbine fault diagnostic strategies
حسب: Mohammadjavad Soleimani (22302838)
منشور في: (2025)

Numerical Investigation of the Use of Flexible Blade for Vertical Axis Wind Turbine
حسب: Hijazi, Ahmad
منشور في: (2023)

An Effective Fault Diagnosis Technique for Wind Energy Conversion Systems Based on an Improved Particle Swarm Optimization
حسب: Majdi Mansouri (16869885)
منشور في: (2022)

Aerodynamic and Structural Optimization of vertical axis wind turbine
حسب: unknown
منشور في: (2020)

Aerodynamic and Structural Optimization Of Vertical Axis Wind Turbine
حسب: unknown
منشور في: (2020)

Convolution Neural Network Model for an Intelligent Solution to Crack Detection in Pavement Images
حسب: Rababaah, Aaron
منشور في: (2022)

On a neural network-based fault detection algorithm
حسب: Al-Ghumgham, Mufeed Ahmed Saleh
منشور في: (1992)

Fault Diagnosis Using a Sequential Integration of Model-Free and Model-Based Approaches
حسب: Khalid, Haris M.
منشور في: (2009)

Vehicle Intrusion Classification using Deep Learning and Simulated Sensor Networks
حسب: Rababaah, Aaron
منشور في: (2024)

Vehicle Intrusion Classification using Deep Learning and Simulated Sensor Networks
حسب: Rababaah, Aaron
منشور في: (2024)

Aeroelastic Analysis of Actively Controlled Smart Wind Turbine Blades
حسب: unknown
منشور في: (2020)

Dynamic Performance Improvement of an Isolated Wind Turbine Induction Generator
حسب: Rahim, A.H.M.A.
منشور في: (2020)

Aeroelastic Analysis of Actively Controlled Smart Wind Turbine Blades
حسب: unknown
منشور في: (2020)

Non-Linear Profile Monitoring Using Artificial Neural Network Fault Detection
حسب: Mohamed, Ahmed Fares
منشور في: (2018)

Deep Learning-Based Fault Diagnosis of Photovoltaic Systems: A Comprehensive Review and Enhancement Prospects
حسب: Majdi Mansouri (16869885)
منشور في: (2021)

Novel Approach for Wind Turbine Robust Speed Control Using SMC with Disturbance Observer
حسب: unknown
منشور في: (2020)

Novel Approach for Wind Turbine Robust Speed Control Using SMC with Disturbance Observer
حسب: unknown
منشور في: (2020)