Comparative Performance Analysis of Deep Learning-Based Diagnostic and Predictive Models in Grid-Integrated Doubly Fed Induction Generator Wind Turbines
As the deployment of wind energy systems continues to rise globally, ensuring the reliability and efficiency of grid-connected Doubly Fed Induction Generator (DFIG) wind turbines has become increasingly critical. Two core challenges faced by these systems include fault diagnosis in power electronic...
| Published in: | Energies |
|---|---|
| Main Authors: | Ramesh Kumar Behara, Akshay Kumar Saha |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2025-09-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/1996-1073/18/17/4725 |
Similar Items
Optimal Control of a Doubly Fed Induction Generator of a Wind Turbine in Island Grid Operation
by: Lesław Gołębiowski, et al.
Published: (2021-11-01)
by: Lesław Gołębiowski, et al.
Published: (2021-11-01)
Modelling and Simulation of Grid Connected Wind Turbine Induction Generator for Windfarm
by: A Rathinavel, et al.
Published: (2024-02-01)
by: A Rathinavel, et al.
Published: (2024-02-01)
Adaptive Gain Scheduling Control of Doubly Fed Induction Generator Based Wind Turbines to Improve Fault Ride Through Performance
by: Ahmad Khajeh, et al.
Published: (2018-06-01)
by: Ahmad Khajeh, et al.
Published: (2018-06-01)
Smoothing Intermittent Output Power in Grid-Connected Doubly Fed Induction Generator Wind Turbines with Li-Ion Batteries
by: Henok Ayele Behabtu, et al.
Published: (2023-11-01)
by: Henok Ayele Behabtu, et al.
Published: (2023-11-01)
Condition Assessment and Analysis of Bearing of Doubly Fed Wind Turbines Using Machine Learning Technique
by: Aiman Abbas Mahar, et al.
Published: (2023-03-01)
by: Aiman Abbas Mahar, et al.
Published: (2023-03-01)
ANN-Based Maximum Power Tracking for a Grid-Synchronized Wind Turbine-Driven Doubly Fed Induction Generator Fed by Matrix Converter
by: Mohamed A. Alarabi, et al.
Published: (2025-05-01)
by: Mohamed A. Alarabi, et al.
Published: (2025-05-01)
Implementing Crowbar Protection To Maintain System Stability In Doubly Fed Induction Generator Wind Turbines
by: Nassira Medjadji, et al.
Published: (2024-10-01)
by: Nassira Medjadji, et al.
Published: (2024-10-01)
Sensor and Sensorless Speed Control of Doubly Fed Induction Generator Wind Turbines for Maximum Power Point Tracking
by: Fathy Abd Elkader, et al.
Published: (2014-09-01)
by: Fathy Abd Elkader, et al.
Published: (2014-09-01)
An Energy Analysis Method for Chopper Action During Three-Phase Short-Circuit in Doubly-Fed Induction Generator-Based Wind Turbines
by: CHEN Ming, et al.
Published: (2025-02-01)
by: CHEN Ming, et al.
Published: (2025-02-01)
A novel protection scheme for doubly fed induction generator‐based wind turbines during the fault occurrence in the rotor‐circuit
by: Ali Rostami, et al.
Published: (2023-09-01)
by: Ali Rostami, et al.
Published: (2023-09-01)
Analysis of Wind Characteristics for Grid-Tied Wind Turbine Generator Using Incremental Generative Adversarial Network Model
by: Ramesh Kumar Behara, et al.
Published: (2024-01-01)
by: Ramesh Kumar Behara, et al.
Published: (2024-01-01)
Simulation of Doubly Fed Induction generator (DFIG) for Steady state analysis when connected to a wind farm for power system stability
by: Njeh Edwin Mbabit, et al.
Published: (2024-12-01)
by: Njeh Edwin Mbabit, et al.
Published: (2024-12-01)
Artificial Intelligence Methodologies in Smart Grid-Integrated Doubly Fed Induction Generator Design Optimization and Reliability Assessment: A Review
by: Ramesh Kumar Behara, et al.
Published: (2022-09-01)
by: Ramesh Kumar Behara, et al.
Published: (2022-09-01)
Control of Variable Speed Wind Turbines with Doubly Fed Asynchronous Generators for Stand-Alone Applications
by: Santiago Arnaltes, et al.
Published: (2017-12-01)
by: Santiago Arnaltes, et al.
Published: (2017-12-01)
Artificial Intelligence Control System Applied in Smart Grid Integrated Doubly Fed Induction Generator-Based Wind Turbine: A Review
by: Ramesh Kumar Behara, et al.
Published: (2022-09-01)
by: Ramesh Kumar Behara, et al.
Published: (2022-09-01)
Control of Pitch Angle in Wind Turbine Based on Doubly Fed Induction Generator Using Fuzzy Logic Method
by: Ehsan Hosseini, et al.
Published: (2022-01-01)
by: Ehsan Hosseini, et al.
Published: (2022-01-01)
Robust Control Hâ Fuzzy of a Doubly Fed Induction Generator Integrated to Wind Power System
by: Lakhdar Saihi, et al.
Published: (2024-02-01)
by: Lakhdar Saihi, et al.
Published: (2024-02-01)
A comparative study based on proportional integral and backstepping controllers for doubly fed induction generator used in wind energy conversion system
by: Youssef Moumani, et al.
Published: (2023-03-01)
by: Youssef Moumani, et al.
Published: (2023-03-01)
Performance Evaluation of Grid-Connected Wind Turbine Generators
by: Henok Ayele Behabtu, et al.
Published: (2021-10-01)
by: Henok Ayele Behabtu, et al.
Published: (2021-10-01)
Nonlinear Model Predictive Control for Doubly Fed Induction Generator with Uncertainties
by: Kuichao Ma, et al.
Published: (2024-02-01)
by: Kuichao Ma, et al.
Published: (2024-02-01)
Research on Wind Turbine Fault Detection Based on CNN-LSTM
by: Lin Qi, et al.
Published: (2024-09-01)
by: Lin Qi, et al.
Published: (2024-09-01)
Neural Network Predictive Control for Improved Reliability of Grid-Tied DFIG-Based Wind Energy System under the Three-Phase Fault Condition
by: Ramesh Kumar Behara, et al.
Published: (2023-06-01)
by: Ramesh Kumar Behara, et al.
Published: (2023-06-01)
Dynamic Optimization of Rotor-Side PI Controller Parameters for Doubly-Fed Wind Turbines Based on Improved Recurrent Neural Networks Under Wind Speed Fluctuations
by: Tao Cheng, et al.
Published: (2023-01-01)
by: Tao Cheng, et al.
Published: (2023-01-01)
Optimization Control Strategy for Large Doubly-Fed Induction Generator Wind Farm Based on Grouped Wind Turbine
by: Shijia Zhou, et al.
Published: (2021-08-01)
by: Shijia Zhou, et al.
Published: (2021-08-01)
An Adaptive Additional Control Strategy for Suppressing Low-Frequency Grid Oscillations in Doubly-Fed Wind Farms
by: LIU Xinyu, WANG Sen, ZENG Long, YUAN Shaoheng, HAO Zhenghang, LU Xinyan
Published: (2023-09-01)
by: LIU Xinyu, WANG Sen, ZENG Long, YUAN Shaoheng, HAO Zhenghang, LU Xinyan
Published: (2023-09-01)
Analysis of Bearing Current in Doubly-fed Induction Generator for Wind Power
by: DENG Fanglin, et al.
Published: (2016-01-01)
by: DENG Fanglin, et al.
Published: (2016-01-01)
Development of a 3 kW Wind Energy Conversion System Emulator Using a Grid-Connected Doubly-Fed Induction Generator
by: Boussad Boukais, et al.
Published: (2024-11-01)
by: Boussad Boukais, et al.
Published: (2024-11-01)
Fault Diagnosis in Wind Turbine Current Sensors: Detecting Single and Multiple Faults with the Extended Kalman Filter Bank Approach
by: Mohammed Abbas, et al.
Published: (2024-01-01)
by: Mohammed Abbas, et al.
Published: (2024-01-01)
Control Structures for Combined H<sub>2</sub>/Electricity from Offshore Wind Turbines
by: José Luis Monroy-Morales, et al.
Published: (2024-10-01)
by: José Luis Monroy-Morales, et al.
Published: (2024-10-01)
A Proposed Controllable Crowbar for a Brushless Doubly-Fed Reluctance Generator, a Grid-Integrated Wind Turbine
by: Mahmoud Rihan, et al.
Published: (2022-05-01)
by: Mahmoud Rihan, et al.
Published: (2022-05-01)
Research on the Generating Efficiency Improvement of Doubly Fed Wind Turbines
by: ZHAO Yanfeng, et al.
Published: (2017-01-01)
by: ZHAO Yanfeng, et al.
Published: (2017-01-01)
Effect of short-circuit in stator windings on the operation of doubly-fed induction generators operating in a wind power system
by: Y. Diboune, et al.
Published: (2025-11-01)
by: Y. Diboune, et al.
Published: (2025-11-01)
CHARACTERISTICS OF A DOUBLY-FED ASYNCHRONOUS GENERATOR APPLIED IN WIND TURBINES
by: Žarko Milkić, et al.
Published: (2018-01-01)
by: Žarko Milkić, et al.
Published: (2018-01-01)
Virtual Inertia Adaptive Control of a Doubly Fed Induction Generator (DFIG) Wind Power System with Hydrogen Energy Storage
by: Tiejiang Yuan, et al.
Published: (2018-04-01)
by: Tiejiang Yuan, et al.
Published: (2018-04-01)
Concept and Implementation of Innovative Scalable Wind Turbine Emulator with Doubly Fed Asynchronous Machine
by: Robert Rink, et al.
Published: (2025-02-01)
by: Robert Rink, et al.
Published: (2025-02-01)
Parameter Identification of Doubly-Fed Induction Wind Turbine Based on the ISIAGWO Algorithm
by: Fanjie Yang, et al.
Published: (2023-01-01)
by: Fanjie Yang, et al.
Published: (2023-01-01)
Wind Turbine Generator Winding Temperature Prediction Based on XGBoost and LSTM
by: Wei TENG, et al.
Published: (2021-06-01)
by: Wei TENG, et al.
Published: (2021-06-01)
Investigation of Reactive Power Control Effects on Flicker and Harmonics Emission of a DFIG Wind Turbine
by: Amir Nagizadeh Ghoogdareh, et al.
Published: (2013-01-01)
by: Amir Nagizadeh Ghoogdareh, et al.
Published: (2013-01-01)
Deep Q-Network Reinforcement Learning-Based Rotor Side Control System of a Grid Integrated DFIG Wind Energy System Under Variable Wind Speed Conditions
by: Ramesh Kumar Behara, et al.
Published: (2024-01-01)
by: Ramesh Kumar Behara, et al.
Published: (2024-01-01)
Effect of Short-Circuit Faults in the Back-to-Back Power Electronic Converter and Rotor Terminals on the Operational Behavior of the Doubly-Fed Induction Generator Wind Energy Conversion System
by: Dimitrios G. Giaourakis, et al.
Published: (2015-02-01)
by: Dimitrios G. Giaourakis, et al.
Published: (2015-02-01)
Similar Items
-
Optimal Control of a Doubly Fed Induction Generator of a Wind Turbine in Island Grid Operation
by: Lesław Gołębiowski, et al.
Published: (2021-11-01) -
Modelling and Simulation of Grid Connected Wind Turbine Induction Generator for Windfarm
by: A Rathinavel, et al.
Published: (2024-02-01) -
Adaptive Gain Scheduling Control of Doubly Fed Induction Generator Based Wind Turbines to Improve Fault Ride Through Performance
by: Ahmad Khajeh, et al.
Published: (2018-06-01) -
Smoothing Intermittent Output Power in Grid-Connected Doubly Fed Induction Generator Wind Turbines with Li-Ion Batteries
by: Henok Ayele Behabtu, et al.
Published: (2023-11-01) -
Condition Assessment and Analysis of Bearing of Doubly Fed Wind Turbines Using Machine Learning Technique
by: Aiman Abbas Mahar, et al.
Published: (2023-03-01)
