Current Roles of Support Teachers, Analysis of Their Contribution to Inclusive School: A Narrative Review by Lara Astudillo, Cecilia Simón, Maria Luz M. Fernández Blázquez

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Deep learning analysis for rheumatologic imaging: current trends, future directions, and the role of human by Jucheol Moon, Pratik Jadhav, Sangtae Choi

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Research on Measures to Limit Short-Circuit Current by Changing the Structure of the Power Grid by Shuqin Sun, Guanghao Zhou, Yunting Song, Xiaojun Tang, Yuguang Zhou, Zhenghai Yuan

“…To explore how to control the level of short-circuit currents in large power grids, this paper provides a detailed analysis of the working principles, advantages, and disadvantages of eight grid structural change measures, including electromagnetic ring network breaking, bus splitting, line interruption, and line coupling. …”
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Image Processing Hardware Acceleration—A Review of Operations Involved and Current Hardware Approaches by Costin-Emanuel Vasile, Andrei-Alexandru Ulmămei, Călin Bîră

“…This review provides an in-depth analysis of current hardware acceleration approaches for image processing and neural network inference, focusing on key operations involved in these applications and the hardware platforms used to deploy them. …”
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Analysis of social networks content to identify fake news using stacked combination of deep neural networks by Yujie Li, Yushui Xiao, Yong Huang, Rui Ma

“…Specifically, a Multilayer Perceptron (MLP) model is used for statistical feature analysis, and Convolutional Neural Network (CNN) models are used for GloVe and CNG features. …”
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Assessment of transmission network connection solutions based on HVAC for offshore wind by Mattia Deriu, Michela Migliori, Corrado Gadaleta, Marco Cortese, Enrico Maria Carlini, Maria Dicorato, Giuseppe Forte, Gioacchino Tricarico

“…Abstract The diffusion of offshore wind power plants (OWPPs), useful to fulfil renewable diffusion policy targets, implies several technological challenges for integration in power transmission network. The definition of the OWPP connection to the transmission network affects possible exploitation of the assets, involves an evaluation of active power losses and loadability and points out the need for compensation devices, in order to comply with connection rules fixed by the grid operator. …”
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Machine learning based eddy current testing: A review by Nauman Munir, Jingyuan Huang, Chak-Nam Wong, Sung-Jin Song

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Voltage sag assessment method considering low-voltage ride-through of inverter-interfaced distributed generators by Xian-yong Xiao, Gui-shan Song, Wen-Xi Hu, Xin-yue Song

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Analysis of Input Currents in «Frequency Converter - Induction Motor» System under Asymmetry of Mains Voltage by B. I. Firago, K. M. Medvedev

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A review of network traffic analysis targeting mobile devices by Ming XU, Xue YANG, Jianwu ZHANG

“…Mobile devices are now ubiquitous in people’s life,thus analyzing network traffic generated by these devices can provide valuable information for network management and privacy preservation.In order to review the works that contribute to the state of the art of network analysis targeting mobile devices,the framework of network analysis,traffic collection approaches were introduced and a classification of the works according to the goal of the analysis was presented.Finally,the future research of network analysis targeting mobile devices was proposed based on the current problems in this literature.…”
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A review of network traffic analysis targeting mobile devices by Ming XU, Xue YANG, Jianwu ZHANG

“…Mobile devices are now ubiquitous in people’s life,thus analyzing network traffic generated by these devices can provide valuable information for network management and privacy preservation.In order to review the works that contribute to the state of the art of network analysis targeting mobile devices,the framework of network analysis,traffic collection approaches were introduced and a classification of the works according to the goal of the analysis was presented.Finally,the future research of network analysis targeting mobile devices was proposed based on the current problems in this literature.…”
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Principal component analysis of time delay in large IP network by Xuan WEI, Xiaoying HUANG

“…Network time delay is one of the key indexes to evaluate network performance.Principal component analysis (PCA) is a kind of multivariable analysis and declination algorithm commonly used in the field of data mining.Based on PCA analysis of time delay in large IP networks, aiming to find out the deep reason of time delay and the interdependencies among nodes of the network, a scientific and reasonable network time delay evaluation system was built, and effective suggestions for IP network construction and optimization were finally got.The off-line analysis of the historical network delay is only a preliminary application of the PCA.In the future, PCA can be applied to the real-time on-line monitoring and analysis of the network performance, such as network traffic, network delay, network packet loss, etc., in combination with the network topology, current network traffic direction, routing, distance and other related factors, thus the efficiency and quality of network operations can be further improved.…”
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Comparing the neural network with path analysis in fitting regression models by Fereshteh Aard, Ayyub Sheikhi

“…The purpose of this study was to compare a neural network with the path analysis in fitting regression models. …”
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Quantitative Analysis of the Fault Ride-Through Current and Control Parameters in Hybrid Modular Multilevel Converters by Yi Xu, Bowen Tang

“…Focusing on hybrid modular multilevel converter (MMC)-based HVDC architecture with enhanced fault ride-through (FRT) capability, this study develops a mathematical calculation framework to quantify how controller configurations influence fault current profiles. Unlike conventional static topologies (e.g., RLC or fixed-voltage RL circuits), the proposed model integrates an RL network with a time-variant controlled voltage source, which can emulate closed-loop control response during the FRT transient. …”
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A powerful lens for temporal network analysis: temporal motifs by Ahmet Erdem Sarıyüce

“…While significant progress has been made in static network analysis and the handling of temporal/sequential data, the current state-of-the-art techniques for temporal network analysis are not sufficiently mature to effectively address the challenges posed by real-world continuous-time temporal networks, such as their diverse nature, unclear scale, and massive size. …”
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The Electric Network Frequency Based Method of Forensic Audio Analysis by A. A. Bessonov, A. G. Boyarov, M. V. Stepanov

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Intelligent Analysis of Logistics Information Based on Network Dynamic Data by Honglin Yan

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Theoretical analysis of neuronal network's response under different stimulus. by Haosen Xue, Zeying Lu, Yueheng Lan, Lili Gui, Xiaojuan Sun

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Resilience Analysis of Airport Systems Based on Improved Bayesian Networks by Jiuxia Guo, Xin Tong, Yungui Yang, Jiang Yuan, Siying Xu

“…Abstract Modern airports, as pivotal nodes in global transportation networks, face increasing resilience challenges from compound threats such as extreme weather events and cyberattacks. …”
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Mentorship among healthcare researchers: a social network analysis by Bo Kim, Bo Kim, Erin A. Pleasants, Jennifer L. Sullivan, Jennifer L. Sullivan, Amy M. Linsky, Amy M. Linsky, Amy M. Linsky

“…We used social network analysis to examine both formal and informal mentoring relationships and assessed the association of employee connectedness in these networks with reported satisfaction.ResultsThere were 120 respondents (62.2% response rate). …”
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