DNN-based speech enhancement with self-attention on feature dimension
Sign Up to like & getrecommendations! Published in 2020 at "Multimedia Tools and Applications"
DOI: 10.1007/s11042-020-09345-z
Abstract: To make full use of the key information in frame-level features, a DNN-based model for speech enhancement is proposed using self-attention on the feature dimension. Two improvement strategies are adopted to strengthen the attention of… read more here.
Keywords: information; feature; speech; self attention ... See more keywords
Low-thrust spacecraft trajectory optimization via a DNN-based method
Sign Up to like & getrecommendations! Published in 2020 at "Advances in Space Research"
DOI: 10.1016/j.asr.2020.05.046
Abstract: Abstract Initial solution guess has a significant impact on the convergence of indirect methods, especially for continuous low-thrust trajectory optimization problems. In this study, an intelligent initial solution supplying approach based on deep neural networks… read more here.
Keywords: trajectory optimization; dnn based; low thrust;
Computation Offloading and Task Scheduling for DNN-Based Applications in Cloud-Edge Computing
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.3004509
Abstract: Due to the high demands of deep neural network (DNN) based applications on computational capability, it is hard for them to be directly run on mobile devices with limited resources. Computation offloading technology offers a… read more here.
Keywords: task; based applications; cloud edge; computation offloading ... See more keywords
DNN-Based PolSAR Image Classification on Noisy Labels
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2022.3168799
Abstract: Deep neural networks (DNNs) appear to be a solution for the classification of polarimetric synthetic aperture radar (PolSAR) data in that they outperform classical supervised classifiers under the condition of sufficient training samples. The design… read more here.
Keywords: noisy labels; dnn based; classification; training ... See more keywords
DNN-Based Predictive Model for a Batoid-Inspired Soft Robot
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Robotics and Automation Letters"
DOI: 10.1109/lra.2021.3135573
Abstract: Soft robots have a unique potential to harness advanced functionalities through materials engineering, chemistry, and advanced fabrication. However, modeling and control of soft robot bodies is challenging due to non-linearities and time-dependencies of materials physico-chemical… read more here.
Keywords: robot; inspired soft; predictive model; based predictive ... See more keywords
Linguistic Steganalysis Merging Semantic and Statistical Features
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Signal Processing Letters"
DOI: 10.1109/lsp.2022.3212630
Abstract: With the rapid development of Natural Language Processing (NLP), more and more linguistic steganography methods have appeared in recent years, which may bring great challenges to the protection of cyberspace security. Due to the powerful… read more here.
Keywords: semantic statistical; dnn based; statistical features; steganalysis ... See more keywords
Structured DNN-Based Receiver for Millimeter-Wave MIMO With Nonlinear Distortions
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Wireless Communications Letters"
DOI: 10.1109/lwc.2021.3130894
Abstract: This work deals with the combined effect of nonlinear distortions and inter-channel interference in millimeter wave multi-input multi-output (MIMO) communications. Deep neural networks (DNNs) can be used to handle the effect, but they often require… read more here.
Keywords: millimeter wave; nonlinear distortions; hidden layer; based receiver ... See more keywords
Multi-Objective DNN-Based Precoder for MIMO Communications
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Communications"
DOI: 10.1109/tcomm.2021.3071536
Abstract: This paper introduces a unified deep neural network (DNN)-based precoder for two-user multiple-input multiple-output (MIMO) networks with five objectives: data transmission, energy harvesting, simultaneous wireless information and power transfer, physical layer (PHY) security, and multicasting.… read more here.
Keywords: mimo; based precoder; rotation based; precoder ... See more keywords
Theoretical Analysis of Deep Neural Networks in Physical Layer Communication
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Communications"
DOI: 10.1109/tcomm.2022.3201931
Abstract: Recently, deep neural network (DNN)-based physical layer communication techniques have attracted considerable interest. Although their potential to enhance communication systems and superb performance have been validated by simulation experiments, little attention has been paid to… read more here.
Keywords: layer communication; physical layer; communication; dnn based ... See more keywords
A DNN-Based Low Power ECG Co-Processor Architecture to Classify Cardiac Arrhythmia for Wearable Devices
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems II: Express Briefs"
DOI: 10.1109/tcsii.2022.3146036
Abstract: In this brief, a Deep Neural Network (DNN) based cardiac arrhythmia (CA) classifier is proposed, which can classify ECG beats into normal and different types of arrhythmia beats. An optimized fixed length beat is extracted… read more here.
Keywords: tex math; inline formula; dnn based; ecg ... See more keywords
Minipatch: Undermining DNN-Based Website Fingerprinting With Adversarial Patches
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Information Forensics and Security"
DOI: 10.1109/tifs.2022.3186743
Abstract: Website Fingerprinting (WF) enables a local passive attacker to infer which website a user is visiting over an encrypted connection. Classifiers utilizing deep neural networks (DNNs) automatically extract reliable features and have achieved up to… read more here.
Keywords: dnn based; undermining dnn; based website; website fingerprinting ... See more keywords