Research and Software Design of an Φ-OTDR-Based Optical Fiber Vibration Recognition Algorithm by Bernard Marie Tabi Fouda, Dezhi Han, Bowen An, Xiangzhi Chen

“…The experimental simulation results show that the monitoring system software can intelligently display the data collected in real time, which demonstrates that the proposed method is effective and reliable in identifying and classifying accurately the types of events. The data processing time is less than 2 s, and the accuracy of the system identification can reach 99%, which ensures the system’s validity.…”
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Analysis of Concrete Dam Deformation Prediction Based on the ResNet-GRU-SGWO Model by Ning Ma, Xiubo Niu, Xunhui Chen, Wenxiu Wei, Ye Zhang, Xinyu Kang, Wen Zhong, Jing Wu

“…Then, it combines residual network (ResNet) and gate recurrent unit (GRU), fully leveraging the excellent information extraction capability of the former and the powerful sequential data processing capability of the latter, proposing the ResNet-GRU model for deformation prediction analysis. …”
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How Do Sociodemographics and Activity Participations Affect Activity-Travel? Comparative Study between Women and Men by Min Yang, Wei Wang, Feifei Yu, Jian Ding

“…Using data from 3656 cases collected through surveys conducted in Shangyu, data processing, method choice, and descriptive analysis were conducted. …”
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Public perception of the management of medical B3 waste and wastewater at health centers in Rejang Lebong Regency by Anggreni Dewi, Budihardjo Mochamad Arief, Muhammad Fuad

“…The results of questionnaire data processing from 105 respondents stated that the public considered the health centers to have carried out good medical B3 waste management of 79.62%, and wastewater management of 72.76%. …”
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The impact of utilizing educational games-based technology as learning media on students' numeration skills in high school economics subjects by Pupu Saeful Rahmat, Entin Jumantini, Yeyen Suryani, Novi Satriapraja, Enda Suhenda

“…The number of respondents in each class was 32 students each. Data processing methodology begins with instrument testing (including validity and reliability tests) followed by prerequisite assessment in the form of normality and homogeneity tests. …”
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Characteristic Parameter Optimization of Wireless Flaw Sensing System Based on Active Interference Suppression Algorithm by Wenping Wu

“…Through actual measurement data processing and analysis, the effectiveness of the method is verified and the idea of interference suppression is expanded. …”
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GIS-based Spatial Analysis of the Evolution of Residential Developments; A Case-study of Sulaimani city, Iraq by Shaimaa Sarwar Mohammed, Hoshyar Qadir Rasul, Hussein Darweesh  Mohammed

“…Essentially, following the collection of data, processing, review of relevant literature and applied methods, this study draws a timeline for the spatial evolution of the city of Sulaimani in addition to constricting a spatial grid for morphological comparison of different growth stages and analysis on multiple aspects. …”
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The importance and challenges of data collection in risk assessment by Xekalakis Georgios, Fokaides Paris, Christou Petros

“…Field surveys offer detailed insights into structural and non-structural building components, critical for localized risk assessments. AI enhances data processing efficiency, crucial for handling extensive datasets and enabling rapid response capabilities. …”
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Adaptive Multiclient Network-on-Chip Memory Core: Hardware Architecture, Software Abstraction Layer, and Application Exploration by Diana Göhringer, Lukas Meder, Stephan Werner, Oliver Oey, Jürgen Becker, Michael Hübner

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Gesture Recognition with Residual LSTM Attention Using Millimeter-Wave Radar by Weiqing Bai, Siyu Chen, Jialiang Ma, Ying Wang, Chong Han

“…To address the complexity of data processing with multi-feature inputs in neural networks and the poor recognition performance with single-feature inputs, this paper proposes a gesture recognition algorithm based on <b>R</b>esNet <b>L</b>ong Short-Term Memory with an <b>A</b>ttention Mechanism (RLA). …”
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Survey of Distributed Computing Frameworks for Supporting Big Data Analysis by Xudong Sun, Yulin He, Dingming Wu, Joshua Zhexue Huang

“…The size of big data increases at a pace that is faster than the increase in the big data processing capacity of clusters. Thus, distributed computing frameworks based on the MapReduce computing model are not adequate to support big data analysis tasks which often require running complex analytical algorithms on extremely big data sets in terabytes. …”
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Time-selective data fusion for in-network processing in ad hoc wireless sensor networks by Jaanus Kaugerand, Johannes Ehala, Leo Mõtus, Jürgo-Sören Preden

“…This article introduces a time-selective strategy for enhancing temporal consistency of input data for multi-sensor data fusion for in-network data processing in ad hoc wireless sensor networks. Detecting and handling complex time-variable (real-time) situations require methodical consideration of temporal aspects, especially in ad hoc wireless sensor network with distributed asynchronous and autonomous nodes. …”
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A Time-Aware CNN-Based Personalized Recommender System by Dan Yang, Jing Zhang, Sifeng Wang, XueDong Zhang

“…The experimental results on the MovieLens-1m real dataset show that the proposed TC-PR can effectively solve the cold-start problem and greatly improve the speed of data processing and the accuracy of recommendation.…”
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Cognitive Scout Node for Communication in Disaster Scenarios by Rajesh K. Sharma, Anastasia Lavrenko, Dirk Kolb, Reiner S. Thomä

“…This node should have two components: one is a passive sensor unit that collects and stores the technical knowledge about the electromagnetic environment in a data processing unit so-called “radio environment map” in the form of a dynamically updated database, and other is an active transceiver unit which can automatically be configured either as a secondary node for opportunistic communication or as a cooperative base station or access point for primary network in emergency communications. …”
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The Business Process Reconstruction of Railway-River Combined Transportation Cloud Platform Taking China Container Export as an Example by Furong Jia, Lin Sun, Jiaxin Yuan, Yongping Li, Qiang Huang

“…Illustrated by the example of China’s container export process, this paper explores a series of key technical issues in the cloud environment, such as application management, business information sharing, and Big Data processing, at different levels of the construction of the rail water transport cloud platform, combined with its business characteristics, and makes experimental analysis on the relevant models to verify the feasibility of the reconstruction of the rail water transport cloud platform. …”
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A Large-Scale Network Data Analysis via Sparse and Low Rank Reconstruction by Liang Fu Lu, Zheng-Hai Huang, Mohammed A. Ambusaidi, Kui-Xiang Gou

“…Thus, investigating efficient data processing techniques for network operation and management over large-scale network traffic is highly required. …”
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Motor control method using single-sensor phase current reconstruction by Yin Lu, Yuntian Huang, Hao Guo

“…Software tools such as MATLAB and LabVIEW are used for data processing and analysis in the implementation process. …”
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Quantitative Analysis of the Main Controlling Factors of Oil Saturation Variation by Ruijie Huang, Chenji Wei, Jian Yang, Xin Xu, Baozhu Li, Suwei Wu, Lihui Xiong

“…The dataset in this study generated from 468 wells includes thickness, permeability, porosity, net-to-gross (NTG) ratio, oil production variation (OPV), water production variation (WPV), water cut variation (WCV), neighbouring liquid production variation (NLPV), neighbouring water injection variation (NWIV), and oil saturation variation (OSV). A data processing workflow has been implemented to replace outliers and to increase model accuracy. …”
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Advancing the development of real-world data for healthcare research in China: challenges and opportunities by Jun Zhang, Eric Wu, Jia Zhong, Honghao Fang, Larry Liu, Jipan Xie

“…Across all sectors, examples of barriers identified included inconsistencies in terminology and non-standardised coding practices; the absence of longitudinal data; the absence of transparent data processing and validation practices; and the inability to access and share RWD. …”
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Medicine Dose Adjustment Practice and Associated Factors among Renally Impaired Patients in Amhara Regional State, Ethiopia by Tirsit Kestela Zeleke, Tilahun Yemanu Birhan, Ousman Abubeker Abdela

“…Data were entered into Epi-Data version 4.6 and transferred into SPSS version 25 for further data processing and analysis. Descriptive statistics such as frequencies and percentages were computed. …”
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