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Advanced Search Results For "CONVOLUTIONAL neural networks"

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 "CONVOLUTIONAL neural networks"
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Prediction of Residual Electrical Life in Railway Relays Based on Convolutional Neural Network Bidirectional Long Short-Term Memory.

Publication Type: Academic Journal

Source(s): Energies (19961073). Sep2023, Vol. 16 Issue 17, p6357. 21p.

Abstract: In this paper, we address several issues with existing methods for predicting the residual electrical life of railway relays. These issues include the difficulty of single feature prediction in characterizing the degradation process, the neglect of tem...

Portable Skin Lesion Segmentation System with Accurate Lesion Localization Based on Weakly Supervised Learning.

Publication Type: Academic Journal

Source(s): Electronics (2079-9292). Sep2023, Vol. 12 Issue 17, p3732. 16p.

Abstract: The detection of skin lesions involves a resource-intensive and time-consuming process, necessitating specialized equipment and the expertise of dermatologists within medical facilities. Lesion segmentation, as a critical aspect of skin disorder assess...

Time-Series Machine Learning Techniques for Modeling and Identification of Mechatronic Systems with Friction: A Review and Real Application.

Publication Type: Academic Journal

Source(s): Electronics (2079-9292). Sep2023, Vol. 12 Issue 17, p3669. 27p.

Abstract: Developing accurate dynamic models for various systems is crucial for optimization, control, fault diagnosis, and prognosis. Recent advancements in information technologies and computing platforms enable the acquisition of input–output data from dynami...

A transfer learning CNN-LSTM network-based production progress prediction approach in IIoT-enabled manufacturing.

Publication Type: Academic Journal

Source(s): International Journal of Production Research. Jun2023, Vol. 61 Issue 12, p4045-4068. 24p. 2 Color Photographs, 7 Diagrams, 7 Charts, 3 Graphs.

Abstract: In make-to-order manufacturing workshops, accurate prediction value of production progress (PP) is a significant reference index for dynamic optimisation of production process and on-time delivery of production orders. The implementation of big data an...

Deep Representation of EEG Signals Using Spatio-Spectral Feature Images.

Publication Type: Academic Journal

Source(s): Applied Sciences (2076-3417). Sep2023, Vol. 13 Issue 17, p9825. 16p.

Abstract: Modern deep neural networks (DNNs) have shown promising results in brain studies involving multi-channel electroencephalogram (EEG) signals. The representations produced by the layers of a DNN trained on EEG signals remain, however, poorly understood. ...

Novel applications of generative adversarial networks (GANs) in the analysis of ultrafast electron diffraction (UED) images.

Publication Type: Academic Journal

Source(s): Journal of Chemical Physics. 7/28/2023, Vol. 159 Issue 4, p1-10. 10p.

Abstract: Inferring transient molecular structural dynamics from diffraction data is an ambiguous task that often requires different approximation methods. In this paper, we present an attempt to tackle this problem using machine learning. Although most recent a...

A Low-Cost Detail-Aware Neural Network Framework and Its Application in Mask Wearing Monitoring.

Publication Type: Academic Journal

Source(s): Applied Sciences (2076-3417). Sep2023, Vol. 13 Issue 17, p9747. 20p.

Abstract: The use of deep learning techniques in real-time monitoring can save a lot of manpower in various scenarios. For example, mask-wearing is an effective measure to prevent COVID-19 and other respiratory diseases, especially for vulnerable populations suc...

ADDA: An Adversarial Direction-Guided Decision-Based Attack via Multiple Surrogate Models.

Publication Type: Academic Journal

Source(s): Mathematics (2227-7390). 8/15/2023, Vol. 11 Issue 16, p3613. 16p.

Abstract: Over the past decade, Convolutional Neural Networks (CNNs) have been extensively deployed in security-critical areas; however, the security of CNN models is threatened by adversarial attacks. Decision-based adversarial attacks, wherein an attacker reli...

Automatic Diabetic Foot Ulcer Recognition Using Multi-Level Thermographic Image Data.

Publication Type: Academic Journal

Source(s): Diagnostics (2075-4418). Aug2023, Vol. 13 Issue 16, p2637. 19p.

Abstract: Lower extremity diabetic foot ulcers (DFUs) are a severe consequence of diabetes mellitus (DM). It has been estimated that people with diabetes have a 15% to 25% lifetime risk of acquiring DFUs which leads to the risk of lower limb amputations up to 85...

New Trends in Emotion Recognition Using Image Analysis by Neural Networks, A Systematic Review.

Publication Type: Academic Journal

Source(s): Sensors (14248220). Aug2023, Vol. 23 Issue 16, p7092. 32p.

Abstract: Facial emotion recognition (FER) is a computer vision process aimed at detecting and classifying human emotional expressions. FER systems are currently used in a vast range of applications from areas such as education, healthcare, or public safety; the...

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