Error Analysis for RADAR Neighbor Matching Localization in Linear Logarithmic Strength Varying Wi-Fi Environment by Mu Zhou, Zengshan Tian, Kunjie Xu, Xiang Yu, Haibo Wu

“…This paper studies the statistical errors for the fingerprint-based RADAR neighbor matching localization with the linearly calibrated reference points (RPs) in logarithmic received signal strength (RSS) varying Wi-Fi environment. To the best of our knowledge, little comprehensive analysis work has appeared on the error performance of neighbor matching localization with respect to the deployment of RPs. …”
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Snake-DETR: a lightweight and efficient model for fine-grained snake detection in complex natural environments by Heng Wang, Shuai Zhang, Cong Zhang, Zheng Liu, Qiuxian Huang, Xinyi Ma, Yiming Jiang

“…Snake-DETR demonstrates excellent performance in complex environments and is suitable for wild snake fauna monitoring and edge device deployment, providing key technical support for ecological research.…”
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Evolutionary modeling and robustness analysis of multi-domain cooperative communication network under the environment of Internet of things by Jianrong Wang, Pan Zhang, Wei Bai, Guoyuan Yang, Yunyun Yang

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A Comprehensive Review on Traffic Control Modeling for Obtaining Sustainable Objectives in a Freeway Traffic Environment by Muhammad Sameer Sheikh, Yinqiao Peng

“…These techniques could be helpful for enhancing the traffic flow in a freeway traffic environment. Then, we discuss traffic control strategies that could be helpful for researchers and practitioners to design a robust freeway traffic controller. …”
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A Lightweight Model for Shine Muscat Grape Detection in Complex Environments Based on the YOLOv8 Architecture by Changlei Tian, Zhanchong Liu, Haosen Chen, Fanglong Dong, Xiaoxiang Liu, Cong Lin

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AI-based approaches for improving autonomous mobile robot localization in indoor environments: A comprehensive review by Shoude Wang, Nur Syazreen Ahmad

“…The adoption of indoor autonomous mobile robot (AMR) has surged significantly, driven by their ability to integrate diverse sensors, maintain low operating costs, facilitate easy deployment, and exhibit superior mobility. Nonetheless, navigating complex indoor environments presents substantial challenges that can impede AMR performance and diminish overall system efficiency. …”
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A Deep-Learning Approach to a Volumetric Radio Environment Map Construction for UAV-Assisted Networks by Bethelhem S. Shawel, Dereje H. Woldegebreal, Sofie Pollin

“…Despite significant research on radio environment map (REM) construction, much of it has been limited to two-dimensional (2D) contexts. …”
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Multi-scale aware dual path network for face detection in resource-constrained edge computing environment by Qi QI, Yingxin MA, Jingyu WANG, Haifeng SUN, Jianxin LIAO

“…Aiming at the problem that face detectors with complex deep neural structures are difficult to deploy in the resource-constrained edge computing environment,to reduce the resource consumption while maintain the accuracy in complex scenes such as multi-scale face changes,occlusion,blur,and illumination,SDPN(multi-scale aware dual path network) for face detection was proposed.The Face-ResNet (face residual neural network) was improved,and a dual path shallow feature extractor was used to understand the multi-scale information of the image through parallel branches.Then the deep and shallow feature fusion module,a combination of the underlying image information and the high-level semantic feature,was used in conjunction with the multi-scale awareness training strategy to supervise the multi-branch learning discriminating features.The experimental results show that SDPN can extract more diversified features,which effectively improve the accuracy and robustness of face detection while maintaining the efficiency of the model and low inference delay.…”
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Differential Grey Wolf Load-Balanced Stochastic Bellman Deep Reinforced Resource Allocation in Fog Environment by S. V. Nethaji, M. Chidambaram

“…Fog computing is becoming a dynamic and sought-after computing prototype for Internet of Things (IoT) application deployments. It works in conjunction with the cloud computing environment. …”
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Controlled Signal Technique in VL‐NOMA Communication Under Interference‐Controlled Environment With Intelligent Reflecting Surfaces by C. E. Ngene, Prabhat Thakur, Ghanshyam Singh

“…ABSTRACT This paper proposes a controlled signal technique for visible light non‐orthogonal multiple access (VL‐NOMA) communication in an interference‐controlled environment with intelligent reflecting surfaces (IRS) for beyond 5G (B5G) and 6G communication networks. …”
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Joint Radio Resource Management of Channel-Assignment and User-Association for Load Balancing in Dense WLAN Environment by Hyun Seob Oh, Dong Geun Jeong, Wha Sook Jeon

“…IEEE 802.11-based wireless local area network (WLAN) is currently the most popular communication system and a lot of access points (APs) have been densely deployed over heavily populated areas. In such dense WLAN environment, the WLAN users can suffer from performance degradation due to high co-channel and adjacent-channel interference among APs. …”
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Application of unified IP address management technologies in large-scale IPv4/IPv6 transition environment by Zi-mu LI, Yi-qi FU, Li PAN

“…Some basic requirements of IP address management (IPAM) in large-scale IPv4/IPv6 transition environment in campus wired LAN and WLAN is summarized,and analyzes some special technologies of IPv6 address management as well as some operating key technologies of IPAM service in such environment.Finally,a real deployment of IPAM service in such a large-scale IPv4/IPv6 transition environment is introduced.Experience of unified IPAM service oriented next-generation wired LAN and WLAN are gathered.…”
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Multi-Controller Placement Optimization Using Naked Mole-Rat Algorithm over Software-Defined Networking Environment by A. Binod Sapkota, B. Babu R. Dawadi, C. Shashidhar R. Joshi

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A Spatiotemporal Graph Transformer Network for real-time ball trajectory monitoring and prediction in dynamic sports environments by Zujian Li, Dan Yu

“…Our future work aims to enhance memory efficiency and optimize multi-scenario inference speed to broaden the model’s deployment in edge computing environments.…”
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Large-Area Saline-Alkali-Tolerant Rice Growth Environment Monitoring System Based on LoRa+UAV by Chunmei Mo, Zaimi Xie, Ji Wang

“…A wireless sensor network (WSN) monitoring system for saline-alkali-tolerant rice based on long-range + unmanned aerial vehicle (LoRa + UAV) has been proposed in this paper to meet the requirements of difficult deployment, low scalability, and poor network reliability of traditional farmland environmental monitoring systems. …”
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A novel detection method for warhead fragment targets in optical images under dynamic strong interference environments by Guoyi Zhang, Hongxiang Zhang, Zhihua Shen, Deren Kong, Chenhao Ning, Fei Shang, Xiaohu Zhang

“…A measurement system for the scattering characteristics of warhead fragments based on high-speed imaging systems offers advantages such as simple deployment, flexible maneuverability, and high spatiotemporal resolution, enabling the acquisition of full-process data of the fragment scattering process. …”
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Design and Implementation of a Reconfigurable Test Environment for Network Measurement Tools Based on a Control and Management Framework by Fatih Abut, Mehmet Kızıldağ

“…The proposed OMF-enabled test environment has the merit of automatizing the deployments and executions of any measurement experiments, collecting their final estimates, and then transporting them back to a single experiment controller without requiring any physical access to the corresponding experimental nodes used. …”
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Two Improved Methods of Generating Adversarial Examples against Faster R-CNNs for Tram Environment Perception Systems by Shize Huang, Xiaowen Liu, Xiaolu Yang, Zhaoxin Zhang, Lingyu Yang

“…Trams have increasingly deployed object detectors to perceive running conditions, and deep learning networks have been widely adopted by those detectors. …”
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An efficient and lightweight detection method for stranded elastic needle defects in complex industrial environments using VEE-YOLO by Qiaoqiao Xiong, Qipeng Chen, Saihong Tang, Yiting Li

“…Remarkable advancements across multiple metrics make it well-suited for deploying deep detection models in complex industrial environments.…”
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Quantification of Polycyclic Aromatic Hydrocarbons in Wetlands in Aja-Pessu and Environs (Oil Bearing Communities) Warri South Delta, Nigeria by C. Ogwu, V. Ideh, J. Ogana, O. M. Adinkwu

“…The results obtained were subjected to test of significance with ANOVA deploying SPSS IBM model 29 at 0.05 level of significance and the p value was 0.045, thus rejecting H0. …”
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