An energy management strategy for integrated electricity-thermal energy systems using the DQN-CE algorithm by ZHU Jiejie, PI Zhiyong, CHEN Daicai, TAN Hong

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Analysis and Control of Rumor Propagation Model Considering Multiple Waiting Phases by Hai Wu, Xin Yan, Shengxiang Gao, Zhongying Deng, Haiyang Chi

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Fingerprinting Indoor Positioning Based on Improved Sequential Deep Learning by Dongfang Mao, Haojie Lin, Xuyang Lou

“…First, we apply sequential classification algorithms to progressively narrow the search space, reducing potential location regions into smaller neighborhoods. Next, we combine a deep neural network (DNN) with Weighted K-Nearest Neighbors (WKNN) to refine the final location prediction. …”
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Data-Driven Prediction Methods for Lithium-Ion Battery State of Health Based on Elbow Rule by Liu Zhang, Bo Xing, Yanbing Gao, Lei Yao, Dengfeng Zhao, Jinquan Ding, Yanyan Li

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A file archival integrity check method based on the BiLSTM + CNN model and deep learning by Jinxun Li, Tingjun Wang, Chao Ma, Yunxuan Lin, Qing Yan

“…The recommended method extracts complex sequential patterns and variants using adaptive TCNN trained on file data. Next, it analyzes these features using a Bi-LSTM network and attenuation method. …”
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An Approach to Data Processing for the Smart District Heating System by A. V. Sednin, A. V. Zherelo

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“Digital Twins” in Education: Prospects and Reality by V. V. Vikhman, M. V. Romm

“…This article is aimed at understanding the revolutionary in meaning and “digital” in essence metamorphoses in education and the prospects for the emergence of a new educational network reality based on them. The focus of the discussion is not so much on digital innovations and transformations in education as such, but rather on the need to understand the possible prospects and results of these social network changes and modifications brought to life by the next stage of the digital revolution in education. …”
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Pistes méthodologiques pour prendre en compte la pollution lumineuse dans les réseaux écologiques by Romain Sordello

“…All those impacts imply that light pollution be integrated into ecological networks but this need raises new questions for practitioners. …”
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Attentional Phenotypes for the Analysis of Higher Mental Function by John Fossella, Michael I. Posner, Jin Fan, James M. Swanson, Donald W. Pfaff

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Entity-relation modeling and discovery for smart search by Sean WANGX, Xiao-qing ZHENG, Yang-hua XIAO

“…Nowadays,by connecting the mobile networks,Internet of Things and the sensor networks to the Internet,the cyberspace has expanded to a ubiquitous space of human beings,machines and things.Combining with the technology of big data,the traditional search engines are evolving into their next generation—big search (or smart search).Entity-relation modeling and discovery are the key techniques to fulfill the vision of smart search.Approaches to model the entities and their relations in large scale by knowledge graph and knowledge warehouse,and ways to discovery new entities and the relations between them in the cyberspace are discussed.…”
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Software-defined protocol independent parser based on FPGA by Lixin MIAO, Qinrang LIU, Xin WANG

“…With the boom of information technology,heterogeneous networks with various functions emerge in endlessly,heterogeneous fusion network has become the inevitable trend of the development of the next generation network.To realize communication between heterogeneous networks,network forwarding equipment is essential.Traditional forwarding devices only support fixed protocol configuration and lack scalability,so they cannot support new network protocols.In view of this situation,a software defined protocol independent parser based on FPGA was proposed.The software defined the parsing process,giving the parser flexible and programmable features.It can analyze multiple protocol packets and extract key information needed for protocol conversion without changing hardware devices.The parser through a high-performance FPGA platform were implemented and hardware resource overhead and performance were evaluated.Experimental results show that it can complete the fast parsing of various heterogeneous network protocols and obtain complete analytical data.…”
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Observing non-Hermiticity induced chirality breaking in a synthetic Hall ladder by Rui Ye, Yanyan He, Guangzhen Li, Luojia Wang, Xiaoxiong Wu, Xin Qiao, Yuanlin Zheng, Liang Jin, Da-Wei Wang, Luqi Yuan, Xianfeng Chen

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Impact of Background Traffic on Speech Quality in VoWLAN by Peter Počta, Peter Kortiš, Martin Vaculík

“…The assessment of speech quality is carried out by means of the accomplished Perceptual Evaluation of Speech Quality (PESQ) algorithm. The proposal of a new method for improved detection of the critical conditions in wireless telecommunication networks from the speech quality point of view is presented in this paper. …”
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CDPMF-DDA: contrastive deep probabilistic matrix factorization for drug-disease association prediction by Xianfang Tang, Yawen Hou, Yajie Meng, Zhaojing Wang, Changcheng Lu, Juan Lv, Xinrong Hu, Junlin Xu, Jialiang Yang

“…This process effectively reduces noise in the data, establishing a reliable foundation for the networks produced. Next, we generate multiple contrastive views from both the original and generated networks. …”
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Book review: Kinship care: Fostering effective family and friends placements. Elaine Farmer and Sue Moyers London, Jessica Kingsley Publications, 2008. 254pp, ISBN 978 1 84310 631... by Leon Fulcher

“…Indigenous cultures – such as found amongst Maori peoples in New Zealand – commonly arranged for the eldest child to be placed with an elder aunt, uncle or grandparent who thus passed on important cultural learning and practices to the next generation. …”

Purposes and principles of creating special economic zones by E. A. Velichko, V. I. Ivanova

“…The article examines the process of expanding the networks of SEZ. They can act as a catalyst for changeable development. …”
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Digital society: theoretical outlines of the emerging paradigm by Yu. A. Chernavin

“…The basis of the process is the construct “human – knowledge – communication networks – computer technology”. Its elements in the course of interaction give rise to digital formal and informal institutions in the economy, politics, culture, and social life; form a new structural element of society – the digital information sphere; develop into a whole as a digital society. …”
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Advancing UAV Communications: A Comprehensive Survey of Cutting-Edge Machine Learning Techniques by Chenrui Sun, Gianluca Fontanesi, Berk Canberk, Amirhossein Mohajerzadeh, Symeon Chatzinotas, David Grace, Hamed Ahmadi

“…UAV have demonstrated considerable potential in addressing the evolving challenges of next-generation mobile networks, such as enhancing coverage and facilitating temporary hotspots but pose new hurdles including optimal positioning, trajectory optimization, and energy efficiency. …”
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Decomposition-Based Multistep Sea Wind Speed Forecasting Using Stacked Gated Recurrent Unit Improved by Residual Connections by Jupeng Xie, Huajun Zhang, Linfan Liu, Mengchuan Li, Yixin Su

“…The high volatility and uncertainty of wind make it difficult to accurately forecast multistep wind speed. This paper proposes a new decomposition-based model to forecast hourly sea wind speeds. …”
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How to Handle Data Imbalance and Feature Selection Problems in CNN-Based Stock Price Forecasting by Zinnet Duygu Aksehir, Erdal Kilic

“…Hence, this study proposed a new rule-based labeling algorithm and a new feature selection approach to solve the issues. …”
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