Search Results - Deep denoising autoencoder
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Deep denoising autoencoder-assisted continuous scoring of peak quality in high-resolution LC−MS data
ISSN: 0169-7439, 1873-3239Published: Elsevier B.V 15.12.2022Published in Chemometrics and intelligent laboratory systems (15.12.2022)“… Here we put forward AutoMS, which employs a deep learning-based denoising autoencoder to grasp the common characteristics of chromatographic peaks, and predict noise-deducted peaks from the original peak profiles…”
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Predicting protein–protein interactions in microbes associated with cardiovascular diseases using deep denoising autoencoders and evolutionary information
ISSN: 1663-9812, 1663-9812Published: Switzerland Frontiers Media S.A 11.03.2025Published in Frontiers in pharmacology (11.03.2025)“… In this study, we present a novel model, the deep denoising autoencoder for protein-protein interaction (DAEPPI…”
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Roller bearing fault diagnosis using stacked denoising autoencoder in deep learning and Gath–Geva clustering algorithm without principal component analysis and data label
ISSN: 1568-4946, 1872-9681Published: Elsevier B.V 01.12.2018Published in Applied soft computing (01.12.2018)“…Most deep learning models such as stacked autoencoder (SAE) and stacked denoising autoencoder (SDAE…”
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DEVDAN: Deep evolving denoising autoencoder
ISSN: 0925-2312, 1872-8286Published: Elsevier B.V 21.05.2020Published in Neurocomputing (Amsterdam) (21.05.2020)“… Deep evolving denoising autoencoder (DEVDAN), is proposed in this paper. It features an open structure in the generative phase and the discriminative phase where the hidden units can be automatically added and discarded on the fly…”
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Whispered speech recognition using deep denoising autoencoder
ISSN: 0952-1976, 1873-6769Published: Elsevier Ltd 01.03.2017Published in Engineering applications of artificial intelligence (01.03.2017)“…Recently Deep Denoising Autoencoders (DDAE) have shown state-of-the-art performance on various machine learning tasks…”
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A Deep Denoising Autoencoder Approach to Improving the Intelligibility of Vocoded Speech in Cochlear Implant Simulation
ISSN: 0018-9294, 1558-2531, 1558-2531Published: United States IEEE 01.07.2017Published in IEEE transactions on biomedical engineering (01.07.2017)“… Identifying an effective NR approach has long been a key topic in CI research. Method: Recently, a deep denoising autoencoder (DDAE…”
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Convolutional deep denoising autoencoders for radio astronomical images
ISSN: 0035-8711, 1365-2966Published: Oxford University Press 01.01.2022Published in Monthly notices of the Royal Astronomical Society (01.01.2022)“…ABSTRACT We apply a Machine Learning technique known as Convolutional Denoising Autoencoder to denoise synthetic images of state-of-the-art radio telescopes, with the goal of detecting the faint…”
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Bone-conducted speech enhancement using deep denoising autoencoder
ISSN: 0167-6393, 1872-7182Published: Amsterdam Elsevier B.V 01.11.2018Published in Speech communication (01.11.2018)“…Bone-conduction microphones (BCMs) capture speech signals based on the vibrations of the speaker's skull and exhibit better noise-resistance capabilities than…”
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A Pythagorean-Type Fuzzy Deep Denoising Autoencoder for Industrial Accident Early Warning
ISSN: 1063-6706, 1941-0034Published: New York IEEE 01.12.2017Published in IEEE transactions on fuzzy systems (01.12.2017)“… This paper presents a fuzzy deep neural network for early warning of industrial accidents, which equips the classical deep denoising autoencoder (DDAE…”
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Enhancing Sound-Based Anomaly Detection Using Deep Denoising Autoencoder
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2024Published in IEEE access (2024)“… This study proposes a method that uses a deep denoising autoencoder to filter out various levels of industrial noise from audio data and employs unsupervised learning models for rapid and accurate anomaly detection…”
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Dynamic dispatching system using a deep denoising autoencoder for semiconductor manufacturing
ISSN: 1568-4946, 1872-9681Published: Elsevier B.V 01.01.2020Published in Applied soft computing (01.01.2020)“…Deep denoising autoencoders (DDAE), which are variants of the autoencoder, have shown outstanding performance in various machine learning tasks…”
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Whispered Speech Recognition Using Deep Denoising Autoencoder and Inverse Filtering
ISSN: 2329-9290, 2329-9304Published: IEEE 01.12.2017Published in IEEE/ACM transactions on audio, speech, and language processing (01.12.2017)“…, addresses the problems of whispered speech recognition in mismatched conditions, and then proposes a new robust cepstral features and preprocessing approach based on deep denoising autoencoder (DDAE…”
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Random noise attenuation of ocean bottom seismometers based on a substep deep denoising autoencoder
ISSN: 0016-8025, 1365-2478Published: Houten Wiley Subscription Services, Inc 01.05.2024Published in Geophysical Prospecting (01.05.2024)“…‐layer denoising autoencoder. We input the t−x$t-x$ domain data into the denoising autoencoder, the encoder compresses the signal and noise and extracts the main…”
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A novel unsupervised approach based on the hidden features of Deep Denoising Autoencoders for COVID-19 disease detection
ISSN: 0957-4174, 1873-6793, 0957-4174Published: United States Elsevier Ltd 15.04.2022Published in Expert systems with applications (15.04.2022)“…Chest imaging can represent a powerful tool for detecting the Coronavirus disease 2019 (COVID-19). Among the available technologies, the chest Computed…”
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DDANF: Deep denoising autoencoder normalizing flow for unsupervised multivariate time series anomaly detection
ISSN: 1110-0168Published: Elsevier B.V 01.12.2024Published in Alexandria engineering journal (01.12.2024)“…In recent years, the proliferation of IoT technologies and the widespread adoption of wireless sensors across various critical infrastructures such as power…”
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Separating the EoR signal with a convolutional denoising autoencoder: a deep-learning-based method
ISSN: 0035-8711, 1365-2966Published: Oxford University Press 11.05.2019Published in Monthly notices of the Royal Astronomical Society (11.05.2019)“… of interferometers, will generate significant fluctuations along the frequency dimension. To address this issue, we propose a novel deep-learning-based method that uses a nine-layer convolutional denoising autoencoder (CDAE…”
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Single-cell RNA-seq denoising using a deep count autoencoder
ISSN: 2041-1723, 2041-1723Published: London Nature Publishing Group UK 23.01.2019Published in Nature communications (23.01.2019)“… We propose a deep count autoencoder network (DCA) to denoise scRNA-seq datasets. DCA takes the count distribution, overdispersion and sparsity of the data into account…”
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Environmental Noise Reduction based on Deep Denoising Autoencoder
ISSN: 2241-4487, 1792-8036Published: 01.12.2022Published in Engineering, technology & applied science research (01.12.2022)“… To cope with this challenge, an explicit denoising framework called Deep Denoising Autoencoder (DDAE…”
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Stealthy data integrity attack identification in smart grid networks utilizing deep denoising autoencoder
ISSN: 2405-8440, 2405-8440Published: England Elsevier Ltd 15.10.2024Published in Heliyon (15.10.2024)“… To this end, this paper proposes a deep denoising autoencoder (DAE)-based framework for dimensionality…”
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Deep Architecture for High-Speed Railway Insulator Surface Defect Detection: Denoising Autoencoder With Multitask Learning
ISSN: 0018-9456, 1557-9662Published: New York IEEE 01.08.2019Published in IEEE transactions on instrumentation and measurement (01.08.2019)“… To overcome these problems, this paper proposes a novel insulator surface defect detection system using a deep convolutional neural network (CNN…”
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