Health Status Assessment for Wind Turbine with Recurrent Neural Networks

by Zexian Sun, Hexu Sun
Published 2018-01-01

Short-Term Wind Power Forecasting Based on VMD Decomposition, ConvLSTM Networks and Error Analysis

by Zexian Sun, Mingyu Zhao
Published 2020-01-01

Stacked Denoising Autoencoder With Density-Grid Based Clustering Method for Detecting Outlier of Wind Turbine Components

by Zexian Sun, Hexu Sun
Published 2019-01-01

Multistep Wind Speed and Wind Power Prediction Based on a Predictive Deep Belief Network and an Optimized Random Forest

by Zexian Sun, Hexu Sun, Jingxuan Zhang
Published 2018-01-01

Short-Term Wind Power Forecasting on Multiple Scales Using VMD Decomposition, K-Means Clustering and LSTM Principal Computing

by Zexian Sun, Shenshen Zhao, Jingxuan Zhang
Published 2019-01-01

Open-Circuit Fault Diagnosis of Wind Power Converter Using Variational Mode Decomposition, Trend Feature Analysis and Deep Belief Network

by Jingxuan Zhang, Hexu Sun, Zexian Sun, Yan Dong, Weichao Dong
Published 2020-03-01

Fault Diagnosis of Wind Turbine Power Converter Considering Wavelet Transform, Feature Analysis, Judgment and BP Neural Network

by Jingxuan Zhang, Hexu Sun, Zexian Sun, Weichao Dong, Yan Dong
Published 2019-01-01

Reliability Assessment of Wind Power Converter Considering SCADA Multistate Parameters Prediction Using FP-Growth, WPT, K-Means and LSTM Network

by Jingxuan Zhang, Hexu Sun, Zexian Sun, Weichao Dong, Yan Dong, Siyuan Gong
Published 2020-01-01