Adaptive Collaborative Detection for Opportunistic Vehicle Sensor Networks by Yuanyuan Zeng

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Data Collaborative Detection Scheme of Electric Metering System Based on Edge Computing by Bin QIAN, Ziwen CAI, Yong XIAO, Jinfeng YANG, Xingyin DONG, Ke GU

“…In order to address many security problems caused by false data in smart grid, this paper proposes a collaborative detection model of false data injection attacks based on edge computing, which improves the network structures of traditional metering system and provides the capability of global monitoring and detection function for false data by edge servers in smart grid. …”
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Research on multi-view collaborative detection system for UAV swarms based on Pix2Pix framework and BAM attention mechanism by Yan Ding, Qingxin Cao, Bozhi Zhang, Peilin Li, Zhongjiao Shi

“…This paper presents the Multi-View Collaborative Detection System, which tackles the challenges of multi-view object detection in collaborative combat scenarios. …”
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Fixed/Mobile Collaborative Traffic Flow Detection Study Based on Wireless Charging of UAVs by Hao Wu, Mingbo Niu, Biao Wang, Kai Yan, Yuxuan Li, Hanyu Pang

Subjects: “…collaborative detection framework…”
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Energy efficient relay selection framework for 5G communication using cognitive radio networks by S. Esakki Rajavel, Stalin Allwin Devaraj, A. Andrew Roobert, Om Prakash Kumar, Shweta Vincent

“…The proposed EERS system surpasses the performance of the compressed sensing collaborative detection (CSCD) system. MATLAB was used to evaluate and compare performance metrics such as weighted energy consumption, number of collaborative SU relays, and probability of missing detection with those of compressed sensing-based collaborative detection.…”
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A Coverage-Based Cooperative Detection Method for CDUAV: Insights from Prediction Error Pipeline Modeling by Jiong Li, Xianhai Feng, Yangchao He, Lei Shao

“…Next, we analyze target acquisition scenarios during guidance handover and reformulate the collaborative detection problem as a field-of-view (FOV) coverage optimization task on a two-dimensional detection plane. …”
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A Review on Pipeline In-Line Inspection Technologies by Qingmiao Ma, Weige Liang, Peiyi Zhou

“…Future research directions are identified as follows: intelligent algorithm optimization for multi-physics collaborative detection, miniaturized and integrated design of inspection devices, and scenario-specific development for specialized environments. …”
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Mobile target localization based on iterative tracing for underwater wireless sensor networks by Ruolin Guo, Danyang Qin, Min Zhao, Guangchao Xu

“…In underwater wireless sensor networks, sensor position information has important value in network protocols and collaborative detection. However, many challenges were introduced in positioning sensor nodes due to the complexity of the underwater environment. …”
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Ship Plate Detection Algorithm Based on Improved RT-DETR by Lei Zhang, Liuyi Huang

“…To address the challenges in ship plate detection under complex maritime scenarios—such as small target size, extreme aspect ratios, dense arrangements, and multi-angle rotations—this paper proposes a multi-module collaborative detection algorithm, RT-DETR-HPA, based on an enhanced RT-DETR framework. …”
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A Federated Learning Model for Detecting Cyberattacks in Internet of Medical Things Networks by Abdallah Ghourabi, Adel Alkhalil

“…In this paper, we propose a novel approach based on Federated Learning (FL), enabling medical devices to collaboratively detect cyberattacks without directly sharing sensitive data. …”
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Evolution of global scientific collaboration in mRNA vaccine research: Insights from bibliometric and social network analysis (2010~2023) by Juan Chen, Lizi Pan, Yan Lu, Ting Zhang, Dongzi Xu, Shu Yan, Zhaolian Ouyang

“…In conclusion, the mRNA vaccine field has experienced rapid development over the past decade, with significant evolutions of global scientific collaboration detected in our study.…”
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