Research and application of multi-beam antenna technology for home network based on SSPP technology by Shengbing SHI, Jinjin SHAO, Cao SHI

“…High-quality home wireless network with large bandwidth, wide coverage, low latency and anti-interference is the key indicator to ensure user experience of fiber to the room (FTTR) Gigabit optical network.Traditional home network equipment mainly adopts single-beam single-polarized antenna design, which has become increasingly unable to meet the needs of high-quality network products under the background of large attenuation and strong interference.Antenna, as an indispensable component to realize conduction energy and air-interface electromagnetic wave transformation, can realize multiple functions by using its design freedom.High gain can reduce the power consumption of the radio frequency (RF) side to achieve the purpose of energy saving, and multi-beam can maintain high-performance network coverage without dead ends.Therefore, designing a multi-beam antenna with small size, high gain and flexible usage is of great value.Following the practical engineering and current academic research, a multi-beam antenna based on spoof surface plasmon polariton (SSPP) technology, covering the 5.1～5.9 GHz frequency band of Wi-Fi, was designed for home network products.Compared with traditional antennas, the test results of the antenna based on SPSS technology show that the coverage performance of the network in weak signal scenarios such as through-wall and cross-layer scenarios is improved greatly.It has great application prospects in increasingly miniaturized home terminal products.…”
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Network-Based Hierarchical Feature Augmentation for Predicting Road Classes in OpenStreetMap by Müslüm Hacar, Diego Altafini, Valerio Cutini

“…In our evaluation, conducted across diverse urban landscapes in six cities in Italy and Türkiye, we tested two geometry-, six centrality-, and eight semantic-based features to predict road functional classes stored as a <i>highway = *</i> key in OSM. …”
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Developing an Artificial Neural Network-Based Grading Model for Energy Consumption in Residential Buildings by Yaser Shahbazi, Sahar Hosseinpour, Mohsen Mokhtari Kashavar, Mohammad Fotouhi, Siamak Pedrammehr

“…This study introduces a multi-layer perceptron artificial neural network (ANN) model to grade and predict energy consumption levels in residential buildings in Tabriz, Iran, based on their geometric and functional characteristics. …”
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METHODOLOGY FOR FORMING MUTUALLY BENEFICIAL NETWORK INTERACTION BETWEEN SMALL CITIES AND DISTRICT CENTRES by Nikolay A. Ivanov, Irina V. Kozhushkina, Matvey S. Oborin, Marina Yu. Sheresheva

“…It is important to assess the possibility of cooperation between small towns and regional centres and local selfgovernment bodies on the example of individual territorial entities of Russia in the context of the formation and strengthening of networks and support for territorial development. Methods Systemic and functional methodical approaches were taken. …”
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Identifying the molecular association between diabetic nephropathy and hepatocellular carcinoma: an network biology approach by Tammanna R. Sahrawat, Arnesh Saxena

“…For the common DEGs between DN and HCC, a protein-protein interaction (PPI) network was constructed using STRING. Topological analysis of the PPI network was performed using Cytoscape and its plug-ins, MCODE, CytoHubba, and CytoCluster, to identify hub genes, and their functional enrichment was performed using Enrichr Knowledge Graph. …”
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A Novel Energy Model for Optimizing Energy Efficiency and Prolonging Network Lifetime in MANET by Abdulsalam Tonin, Malek Nasser Ali Algabri, Mansoor N. Ali, Mossa Ghurab, Abdualmajed Ahmed Ghaleb Al-Khulaidi, Ibrahim Ahmed Al-Baltah

“…Mobile ad-hoc networks are functional for usage, which require inter-node contact, including disaster relief, protection, and combat spotting. …”
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Altered glucose metabolism in default mode network and prefrontal circuit in patients with Kallmann syndrome by Chunqing Zhou, Xueying Wang, Meichao Men, Xiaoping Yi, Ke Cao, Weidan Pu, Marcus Hacker, Xiang Li, Min Zhao

“…A voxel-wise group comparison analysis was conducted to identify clusters of brain metabolic patterns between KS patients and HCs. …”
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HAPS-ISAC: Enhancing Sensing and Communication in 6G Networks With Advanced MIMO Beamforming by Parisa Kanani, Mohammad Javad Omidi, Mahmoud Modarres-Hashemi, Halim Yanikomeroglu

“…This paper introduces a novel high altitude platform station (HAPS)-based integrated sensing and communication (ISAC) system, referred to as HAPS-ISAC, designed to enhance the capabilities of future 6G networks by simultaneously optimizing communication and sensing functions. …”
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SCS-Net: Stratified Compressive Sensing Network for Large-Scale Crowd Flow Prediction by Xiaoyong Tan, Kaiqi Chen, Min Deng, Baoju Liu, Zhiyuan Zhao, Youjun Tu, Sheng Wu

“…Moreover, the spatially stratified structure extracted by SCS-Net offers valuable interpretability for spatial heterogeneity in crowd flow patterns, providing deeper insights into urban functional layouts.…”
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Harnessing artificial intelligence of things for cardiac sensing: current advances and network-based perspectives by Hao Ren, Hao Ren, Hao Ren, Fengshi Jing, Yongcong Ma, Ruining Wang, Chaocheng He, Yufan Wang, Jiandong Zhou, Yu Sun

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Integrated multi-omics insight into the molecular networks of oxidative stress in triggering multiple sclerosis by Yudi Xu, Xiaowei Zhang, Yuyuan Zhang, Hongxuan Ma, Zhaokai Zhou, Hongzhuo Qin, Huimin Liu, Xinwei Han

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Network pharmacology and anticancer mechanism study of Dendrobium nobile dendrobine in the treatment of colorectal cancer by Pei Luo, Can Huang, Jun Guo, Xin Yao, Chao Pan, Aijin Bao, Fei Li, Ying-ying Li

“…Methods Initially, potential targets of dendrobine were identified using the ITCM Traditional Chinese Medicine database, while colorectal cancer-related genes were obtained from the NCBI Gene database, with the intersection of these datasets taken for further analysis. Functional enrichment analysis was conducted using the Metascape database, and a protein–protein interaction (PPI) network was constructed. …”
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Deciphering the Regulatory Network of Some Key Drought-responsive Genes and microRNAs in Canola by Maryam Pasandideh Arjmand, Naser Farrokhi, Habibollah Samizadeh Lahiji, Mohammad Mohsenzadeh Golfazani

“…Drought is a major abiotic stress that constrains the growth and yield of Canola. This study was conducted to obtain a greater insight into the drought-related hub genes, their regulatory network and relative expression pattern in tolerant and susceptible genotypes of Canola under drought stress. …”
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Identified VCAM1 as prognostic gene in gastric cancer by co-expression network analysis by Wenjuan Li, Hong Gao, Jianjun Liu

“…Co‐expression gene modules were constructed via Weighted Gene Co‐Expression Network Analysis (WGCNA), followed by deciphering gene functions and protein–protein interaction networks within significantly associated modules. …”
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Posterior treatment of ankylosing spinal diseases with thoracolumbar fractures: a network meta-analysis by Jiaxiao Shi, Bo Yang, Chaochao Zhang, Wei Guo, Fujiang Cao, Fangfang Wang

“…Henceforth, we performed a network meta-analysis to assess and prioritize the efficacy and safety of surgical interventions for ASDs. …”
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Image Segmentation and Measurement of Trout Using a Convolutional Neural Network and Transformer Architecture by Jose Cruz, Luis Baca, Raul Castillo, Eudes Apaza, Christian Romero, Ferdinand Pineda

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Integrated bioinformatics analysis identifies hub genes and immune regulatory networks in HIV infection by Xiaoxia Pang, Xiaoxia Pang, Xiaoxia Pang, Xinghong Chen, Yuxin Jing, Yuxin Jing, Yuxin Jing, Feng Shi, Feng Shi, Xiaoying Chen, Xiaoying Chen, Xiaoying Chen, Huatuo Huang, Huatuo Huang, Huatuo Huang, Chunhong Liu, Chunhong Liu, Chunhong Liu

“…The diagnostic potential of these genes was evaluated using receiver operating characteristic (ROC) analysis. Functional enrichment and Gene Set Enrichment Analysis (GSEA) were conducted to identify key biological pathways. …”
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Bridge symptoms of insomnia, obsessive-compulsive symptoms, and depression/anxiety: a network analysis by Shiqi Yuan, Ruiyang Wang, Yongyan Shi, Yixin Zhao, Haojuan Tao, Guowei Wu, Liwen Tan, Xuan Ouyang

“…Stability analyses of marginal weights were conducted to assess network robustness. Results The network analysis revealed that compulsive behaviors and low sleep quality were shown to be the most central symptoms in the insomnia-OC network, with compulsive behaviors and daytime dysfunction acting as bridge symptoms. …”
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Ribo-seq and RNA-seq analyses enrich the regulatory network of tomato fruit cracking by Zhaojiang Zhong, Zhen Wu, Rong Zhou, Xiaowei Yu, Yuanyuan Zhou, Yinghao Zhai, Haowei Lin, Fangling Jiang

“…Combining these two sets of histological data and translation efficiency, 41 genes were identified to be associated with fruit cracking. The genes played functions on hormone synthesis (e.g. Solyc09g089580.4, Solyc07g049530.3), reactive oxygen species regulation (e.g. …”
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Measuring transit-oriented development (TOD) network complementarity based on TOD node typology by Runjie Huang, Anna Grigolon, Mafalda Madureira, Mark Brussel

“…Based on the TOD typology, a correspondence analysis was conducted to measure the potential complementarity effect of the TOD network system, i.e., the extent to which nodes in different typologies can complement each other to strengthen the characteristics of the TOD as a network. …”
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