Cost-Sensitive Extremely Randomized Trees Algorithm for Online Fault Detection of Wind Turbine Generators

Cost-Sensitive Extremely Randomized Trees Algorithm for Online Fault Detection of Wind Turbine Generators

The number of normal samples of wind turbine generators is much larger than the number of fault samples. To solve the problem of imbalanced classification in wind turbine generator fault detection, a cost-sensitive extremely randomized trees (CS-ERT) algorithm is proposed in this paper, in which the...

Full description

Bibliographic Details
Main Authors:	Mingzhu Tang, Yutao Chen, Huawei Wu, Qi Zhao, Wen Long, Victor S. Sheng, Jiabiao Yi
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2021-05-01
Series:	Frontiers in Energy Research
Subjects:	fault detection fault diagnosis cost-sensitive learning extremely randomized trees class imbalance wind turbine generator
Online Access:	https://www.frontiersin.org/articles/10.3389/fenrg.2021.686616/full

Similar Items

Fault Detection of Wind Turbine Electric Pitch System Based on IGWO-ERF
by: Mingzhu Tang, et al.
Published: (2021-09-01)

Fault Detection of Wind Turbine Gearboxes Based on IBOA-ERF
by: Mingzhu Tang, et al.
Published: (2022-09-01)

Fault Detection for Wind Turbine Blade Bolts Based on GSG Combined with CS-LightGBM
by: Mingzhu Tang, et al.
Published: (2022-09-01)

Classification of Highly Imbalanced Supervisory Control and Data Acquisition Data for Fault Detection of Wind Turbine Generators
by: Jorge Maldonado-Correa, et al.
Published: (2024-03-01)

Cost-Sensitive LightGBM-Based Online Fault Detection Method for Wind Turbine Gearboxes
by: Mingzhu Tang, et al.
Published: (2021-08-01)

Fault Diagnosis Method for Wind Turbine Gearboxes Based on IWOA-RF
by: Mingzhu Tang, et al.
Published: (2021-10-01)

Research on the Fault Characteristic of Wind Turbine Generator System Considering the Spatiotemporal Distribution of the Actual Wind Speed
by: Xiaoling Sheng, et al.
Published: (2020-01-01)

Wind turbine fault detection and isolation robust against data imbalance using KNN
by: Ali Fazli, et al.
Published: (2024-03-01)

A Data-Driven Design for Fault Detection of Wind Turbines Using Random Forests and XGboost
by: Dahai Zhang, et al.
Published: (2018-01-01)

Study of Wind Turbine Fault Diagnosis and Early Warning Based on SCADA Data
by: Yilong Shi, et al.
Published: (2021-01-01)

Representational Learning for Fault Diagnosis of Wind Turbine Equipment: A Multi-Layered Extreme Learning Machines Approach
by: Zhi-Xin Yang, et al.
Published: (2016-05-01)

Fault Diagnosis of a Permanent Magnet Synchronous Generator Wind Turbine
by: S. Khodakaramzadeh, et al.
Published: (2021-07-01)

Research on Wind Turbine Fault Detection Based on the Fusion of ASL-CatBoost and TtRSA
by: Lingchao Kong, et al.
Published: (2023-07-01)

Technological Advances on Fault Diagnosis in Wind Turbines: A Patent Analysis
by: Natasha Benjamim Barbosa, et al.
Published: (2023-01-01)

Review and Perspectives of Machine Learning Methods for Wind Turbine Fault Diagnosis
by: Mingzhu Tang, et al.
Published: (2021-11-01)

Wind Turbine Bearing Fault Detection Using Adaptive Resampling and Order Tracking
by: Cody Walker, et al.
Published: (2018-06-01)

Diagnosing and PredictingWind Turbine Faults from SCADA Data Using Support Vector Machines
by: Kevin Leahy, et al.
Published: (2018-01-01)

Low Latency Bearing Fault Detection of Direct-Drive Wind Turbines Using Stator Current
by: Samrat Nath, et al.
Published: (2020-01-01)

Wind Turbine Fault Diagnosis by the Approach of SCADA Alarms Analysis
by: Lu Wei, et al.
Published: (2021-12-01)

Study on the Effect of Wind Turbine Gear Fault on the Transmission System
by: Feng Baohua, et al.
Published: (2016-01-01)

Fault Analysis and Countermeasures of Wind Turbine Installation Vessel's Key Equipment and Wind Power Equipment
by: CHU Yuefeng, et al.
Published: (2022-03-01)

Wind Turbine Pitch System Fault Detection Using ssODM-DSTA
by: Mingzhu Tang, et al.
Published: (2021-10-01)

Fault Detection of UHV Converter Valve Based on Optimized Cost-Sensitive Extreme Random Forest
by: Fuqiang Xiong, et al.
Published: (2022-10-01)

Investigation of Dynamic Loads in Wind Turbine Drive Trains Due to Grid and Power Converter Faults
by: Julian Röder, et al.
Published: (2021-12-01)

A Review of Fault Diagnosis, Status Prediction, and Evaluation Technology for Wind Turbines
by: Fanghong Zhang, et al.
Published: (2023-01-01)

Fault Detection Method for Wind Turbine Generators Based on Attention-Based Modeling
by: Yu Zhang, et al.
Published: (2023-08-01)

Fault Detection of Wind Turbines with Uncertain Parameters: A Set-Membership Approach
by: Thomas Bak, et al.
Published: (2012-07-01)

Robust fault detection for wind turbines using reference model-based approach
by: Moazzam Nazir, et al.
Published: (2017-07-01)

Fault Detection Algorithm for Wind Turbines’ Pitch Actuator Systems
by: Gisela Pujol-Vazquez, et al.
Published: (2020-06-01)

Adaptive Observer Based Fault Tolerant Control for Sensor and Actuator Faults in Wind Turbines
by: Jing Teng, et al.
Published: (2021-12-01)

Fault Detection and Condition Monitoring of PMSGs in Offshore Wind Turbines
by: Nuno M. A. Freire, et al.
Published: (2021-10-01)

Fault Diagnosis Methods Based on Machine Learning and its Applications for Wind Turbines: A Review
by: Tongda Sun, et al.
Published: (2021-01-01)

An SVM-Based Solution for Fault Detection in Wind Turbines
by: Pedro Santos, et al.
Published: (2015-03-01)

A Robust Prescriptive Framework and Performance Metric for Diagnosing and Predicting Wind Turbine Faults Based on SCADA and Alarms Data with Case Study
by: Kevin Leahy, et al.
Published: (2018-07-01)

The Global Atlas for Siting Parameters project: Extreme wind, turbulence, and turbine classes
by: Xiaoli Guo Larsén, et al.
Published: (2022-11-01)

Multi-Fault Rapid Diagnosis for Wind Turbine Gearbox Using Sparse Bayesian Extreme Learning Machine
by: Jian-Hua Zhong, et al.
Published: (2019-01-01)

Short-Term Fault Prediction of Wind Turbines Based on Integrated RNN-LSTM
by: V Siva Brahmaiah Rama, et al.
Published: (2024-01-01)

Advances in Fault Condition Monitoring for Solar Photovoltaic and Wind Turbine Energy Generation: A Review
by: Arturo Y. Jaen-Cuellar, et al.
Published: (2022-07-01)

Fault Diagnosis of Wind Turbine Gearbox Under Nonstationary Condition based on Order Analysis
by: Dengli Zhao, et al.
Published: (2020-01-01)

Internal electrical fault detection techniques in DFIG-based wind turbines: a review
by: Abdelwahab D. Bebars, et al.
Published: (2022-05-01)