Automatic Power Quality Disturbance Diagnosis Based on Residual Denoising Convolutional Auto-Encoder

Automatic Power Quality Disturbance Diagnosis Based on Residual Denoising Convolutional Auto-Encoder

With the increasing integration of non-linear electronic loads, the diagnosis and classification of power quality are becoming crucial for power grid signal management. This paper presents a novel diagnosis strategy based on unsupervised learning, namely residual denoising convolutional auto-encoder...

Full description

Bibliographic Details
Main Authors:	Jie Liu, Qiu Tang, Wei Qiu, Jun Ma, Yuhong Qin, Biao Sun
Format:	Article
Language:	English
Published:	MDPI AG 2021-08-01
Series:	Applied Sciences
Subjects:	automatic extracted features power quality disturbances residual denoising convolutional auto-encoder single-layer convolutional neural network
Online Access:	https://www.mdpi.com/2076-3417/11/16/7637

Similar Items

A Stacked Multi-Granularity Convolution Denoising Auto-Encoder
by: Yun Yang, et al.
Published: (2019-01-01)

Radar Complex Intermediate Frequency Signal Denoising Based on Convolutional Auto-Encoder Network
by: Haihua Xie, et al.
Published: (2023-01-01)

Convolution Denoising Regularized Auto Encoder Stacked Method for Coronary Acute Syndrome in Internet of Medical Things Platform
by: Zhongyu Wang, et al.
Published: (2020-01-01)

Dilated spatial–temporal convolutional auto-encoders for human fall detection in surveillance videos
by: Suyuan Li, et al.
Published: (2023-08-01)

Image Geo-Site Estimation Using Convolutional Auto-Encoder and Multi-Label Support Vector Machine
by: Arpit Jain, et al.
Published: (2023-01-01)

Design of Confidence-Integrated Denoising Auto-Encoder for Personalized Top-N Recommender Systems
by: Zeshan Aslam Khan, et al.
Published: (2023-02-01)

Application of a Hybrid Model Based on a Convolutional Auto-Encoder and Convolutional Neural Network in Object-Oriented Remote Sensing Classification
by: Wei Cui, et al.
Published: (2018-01-01)

An Unsupervised Classification Method for Flame Image of Pulverized Coal Combustion Based on Convolutional Auto-Encoder and Hidden Markov Model
by: Tian Qiu, et al.
Published: (2019-07-01)

Multi-Wavelet Residual Dense Convolutional Neural Network for Image Denoising
by: Shuo-Fei Wang, et al.
Published: (2020-01-01)

Vision-Based Fall Detection With Multi-Task Hourglass Convolutional Auto-Encoder
by: Xi Cai, et al.
Published: (2020-01-01)

Fusing Multimodal and Anatomical Volumes of Interest Features Using Convolutional Auto-Encoder and Convolutional Neural Networks for Alzheimer’s Disease Diagnosis
by: Mohammed Abdelaziz, et al.
Published: (2022-04-01)

Visualized Stacked Denoising Auto-Encoder Model for Extracting and Evaluating the State Features of Rolling Bearings
by: Qing Zhang, et al.
Published: (2022-09-01)

Multiple Description Coding Based on Convolutional Auto-Encoder
by: Hongfei Li, et al.
Published: (2019-01-01)

Reliable Fault Diagnosis of Bearings Using an Optimized Stacked Variational Denoising Auto-Encoder
by: Xiaoan Yan, et al.
Published: (2021-12-01)

Deep Learning with Stacked Denoising Auto-Encoder for Short-Term Electric Load Forecasting
by: Peng Liu, et al.
Published: (2019-06-01)

Data-driven power system reliability evaluation based on stacked denoising auto-encoders
by: Ziheng Dong, et al.
Published: (2022-04-01)

Deep Clustering Algorithm Based on Denoising and Self-Attention
by: CHEN Junfen, ZHANG Ming, ZHAO Jiacheng, XIE Bojun, LI Yan
Published: (2021-09-01)

DRNet: A Deep Neural Network With Multi-Layer Residual Blocks Improves Image Denoising
by: Jiahong Zhang, et al.
Published: (2021-01-01)

A Novel Denoising Auto-Encoder-Based Approach for Non-Intrusive Residential Load Monitoring
by: Xi He, et al.
Published: (2022-03-01)

New ECG Compression Method for Portable ECG Monitoring System Merged with Binary Convolutional Auto-Encoder and Residual Error Compensation
by: Jiguang Shi, et al.
Published: (2022-07-01)

A denoising-classification neural network for power transformer protection
by: Zongbo Li, et al.
Published: (2022-12-01)

Convolutional neural networks in automatic control systems: The state-of-the-art
by: Perišić Natalija B., et al.
Published: (2023-01-01)

Noise Suppression of Computed Tomography (CT) Images Using Residual Encoder-Decoder Convolutional Neural Network (RED-CNN)
by: H. B. Cokrokusumo, et al.
Published: (2022-11-01)

Multimodal Emotion Recognition Method Based on Convolutional Auto-Encoder
by: Jian Zhou, et al.
Published: (2019-02-01)

Multi-Scale-Denoising Residual Convolutional Network for Retinal Disease Classification Using OCT
by: Jinbo Peng, et al.
Published: (2023-12-01)

Intrusion detection model based on non-symmetric convolution auto-encode and support vector machine
by: Jialin WANG,Jiqiang LIU,Di ZHAO,Yingdi WANG,Yingxiao XIANG,Tong CHEN,Endong TONG,Wenjia NIU
Published: (2018-11-01)

A New Users Rating-Trend Based Collaborative Denoising Auto-Encoder for Top-N Recommender Systems
by: Zeshan Aslam Khan, et al.
Published: (2019-01-01)

Modulation Signal Classification Algorithm Based on Denoising Residual Convolutional Neural Network
by: Yecai Guo, et al.
Published: (2022-01-01)

Wear state recognition of mechanical equipment based on stacked denoised auto-encoding network
by: FAN Hongwei, et al.
Published: (2020-11-01)

Image Target Recognition Model of Multi- Channel Structure Convolutional Neural Network Training Automatic Encoder
by: Sen Zhang, et al.
Published: (2020-01-01)

Dual Residual Denoising Autoencoder with Channel Attention Mechanism for Modulation of Signals
by: Ruifeng Duan, et al.
Published: (2023-01-01)

Structural Adversarial Variational Auto-Encoder for Attributed Network Embedding
by: Junjian Zhan, et al.
Published: (2021-03-01)

Hybrid Dilated Convolution with Attention Mechanisms for Image Denoising
by: Shengqin Bian, et al.
Published: (2023-09-01)

Manifold Regularization Graph Structure Auto-Encoder to Detect Loop Closure for Visual SLAM
by: Zhonghua Wang, et al.
Published: (2019-01-01)

A Development of a Robust Machine for Removing Irregular Noise with the Intelligent System of Auto-Encoder for Image Classification of Coastal Waste
by: Shiuan Wan, et al.
Published: (2022-09-01)

Power Quality Disturbances Detection and Classification Based on Deep Convolution Auto-Encoder Networks
by: Poras Khetarpal, et al.
Published: (2023-01-01)

Auto-Encoder Learning-Based UAV Communications for Livestock Management
by: Mohammed A. Alanezi, et al.
Published: (2022-09-01)

Sports Risk Prediction Model Based on Automatic Encoder and Convolutional Neural Network
by: Bingyu Li, et al.
Published: (2023-07-01)

NGDCNet: Noise Gating Dynamic Convolutional Network for Image Denoising
by: Minling Zhu, et al.
Published: (2023-12-01)

Feature Fusion Using Stacked Denoising Auto-Encoder and GBDT for Wi-Fi Fingerprint-Based Indoor Positioning
by: Hua Zhang, et al.
Published: (2020-01-01)