EEG signal classification using LSTM and improved neural network algorithms
Sign Up to like & getrecommendations! Published in 2020 at "Soft Computing"
DOI: 10.1007/s00500-019-04515-0
Abstract: Neural network (NN) finds role in variety of applications due to combined effect of feature extraction and classification availability in deep learning algorithms. In this paper, we have chosen SVM, logistic regression machine learning algorithms… read more here.
Keywords: classification; eeg signal; performance; neural network ... See more keywords
Phase correction improved multiple signal classification for impact source localization under varying temperature conditions
Sign Up to like & getrecommendations! Published in 2020 at "Measurement"
DOI: 10.1016/j.measurement.2019.107374
Abstract: Abstract Lamb waves are commonly used to locate low velocity impacts in composite structures. However, it is readily influenced by varying temperature conditions that the phase drift of uniform linear array signals will quite difference… read more here.
Keywords: varying temperature; multiple signal; signal classification; temperature conditions ... See more keywords
Modulation Signal Classification Algorithm Based on Denoising Residual Convolutional Neural Network
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3221475
Abstract: Traditional denoising algorithms are easy to lose signal details, resulting in low recognition accuracy of modulated signals. A modulation signal classification algorithm based on denoising residual Convolutional Neural Network (DRCNet) is proposed. DRCNet inserts a… read more here.
Keywords: neural network; network; signal classification; convolutional neural ... See more keywords
G2-ResNeXt: A Novel Model for ECG Signal Classification
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3265305
Abstract: Electrocardiograms (ECG) are the primary basis for the diagnosis of cardiovascular diseases. However, due to the large volume of patients’ ECG data, manual diagnosis is time-consuming and laborious. Therefore, intelligent automatic ECG signal classification is… read more here.
Keywords: classification; resnext; signal classification; ecg signal ... See more keywords
Discriminant Analysis for Radar Signal Classification
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Aerospace and Electronic Systems"
DOI: 10.1109/taes.2020.2965787
Abstract: Discriminant analysis is a technique used in statistics and machine learning to separate two or more classes of objects or events. We introduce linear, quadratic, and mixture discriminant analysis methods into radar signal classification. However,… read more here.
Keywords: signal classification; analysis; radar signal; discriminant analysis ... See more keywords
Blind Signal Classification for Non-Orthogonal Multiple Access in Vehicular Networks
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Vehicular Technology"
DOI: 10.1109/tvt.2019.2932407
Abstract: In this paper, blind signal classification and detection in a non-orthogonal multiple access (NOMA) system are explored. Since a NOMA scheme superposes the multiple-user signals within nonorthogonal resources, classical modulation classification methods used in orthogonal… read more here.
Keywords: signal classification; multiple access; orthogonal multiple; blind signal ... See more keywords
Automatic Jamming Signal Classification in Cognitive UAV Radios
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Vehicular Technology"
DOI: 10.1109/tvt.2022.3199038
Abstract: The integration of Cognitive Radio (CR) with Unmanned Aerial Vehicles (UAVs) is an effective step towards relieving the spectrum scarcity and empowering the UAV with a high degree of intelligence. The dynamic nature of CR… read more here.
Keywords: classification; cognitive uav; jamming signal; signal classification ... See more keywords
A reduced dimension multiple signal classification–based direct location algorithm with dense arrays
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Distributed Sensor Networks"
DOI: 10.1177/15501329221097583
Abstract: Aiming at the issue of parameter matching in conventional two-step location, a reduced dimension multiple signal classification direct position determination algorithm based on multi-array is proposed. Based on the idea of dimension reduction, the algorithm… read more here.
Keywords: multiple signal; algorithm; signal classification; dimension multiple ... See more keywords
Application of Auxiliary Classifier Wasserstein Generative Adversarial Networks in Wireless Signal Classification of Illegal Unmanned Aerial Vehicles
Sign Up to like & getrecommendations! Published in 2018 at "Applied Sciences"
DOI: 10.3390/app8122664
Abstract: Recently, many studies have reported on image synthesis based on Generative Adversarial Networks (GAN). However, the use of GAN does not provide much attention on the signal classification problem. In the context of using wireless… read more here.
Keywords: generative adversarial; classification; adversarial networks; auxiliary classifier ... See more keywords