An effective communication topology for performance optimization: a case study of the finite-volume wave modeling (FVWAM) by R. Pang, R. Pang, R. Pang, F. Yu, F. Yu, F. Yu, Y. Gao, Y. Yuan, Y. Yuan, Y. Yuan, L. Yuan, Z. Gao

“…Based on the Intel MPI library, the distributed graph topology outperforms the point-to-point communication method for inter-node communication with 32 to 32 768 processes. …”
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RL-BMAC: An RL-Based MAC Protocol for Performance Optimization in Wireless Sensor Networks by Owais Khan, Sana Ullah, Muzammil Khan, Han-Chieh Chao

“…These networks operate on a limited power supply in the form of batteries, which are normally difficult to replace on a frequent basis. In wireless sensor networks, sensor nodes alternate between sleep and active states to conserve energy through different methods. …”
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Rotten strawberry classification based on EfficientNet V2 algorithm fused with GCN and CA-Transformer by WANG Wei, YANG Shizhong, GONG Yucheng, GAO Sheng, DENG Zhaopeng

“…ObjectiveImproving the accuracy and efficiency of rotting strawberry classification using modern computer vision techniques and deep learning methods.MethodsA classification method for rotten strawberries based on EfficientNet V2 fusion with Graph Convolutional Network (GCN) and Channel-Attention Transformer (CA-Transformer) has been proposed. …”
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In silico prediction of differentially expressed genes and functionally grouped networks in patients with inflamed pulp for screening pulpitis biomarkers by Azizeh Asadzadeh, Fatemeh Shams Moattar, Azam Moshfegh

“…There are many limitations in the traditional methods of diagnosing pulpitis. By replacing new diagnostic ways based on biomarkers, it is possible to quickly and accurately identify this disease. …”
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Laparoscopic retropubic extraurethral adenomectomy by S. N. Eremenko, A. N. Eremenko, V. Yu. Mykhaylichenko, V. P. Dolgopolov, V. S. Chernega, A. S.-A. Khalilova

“…The features of the operation are laparoscopic access, a transverse section of the capsule, alternate isolation of adenomatous nodes while preserving the prostatic urethra on the catheter without replacing it during the operation, suturing the capsule with a decrease in space from the removed adenomatous nodes. …”
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Metal-wood crane beam calculation by A. K. Yusupov, H. M. Muselemov, T. O. Ustarhanov

“…The article discusses the methods of calculation and design of metal-wood crane beams. …”
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A Novel Crowdsourcing-Assisted 5G Wireless Signal Ranging Technique in MEC Architecture by Rui Lu, Lei Shi, Yinlong Liu, Zhongkai Dang

“…This study designs a progressive solution by (1) building a crowdsourced data collection network, using mobile terminals equipped with GPS technology to automatically collect device signal features, replacing inefficient manual drive tests; (2) developing a progressive signal update algorithm that integrates real-time crowdsourced data and historical signals to optimize the signal fingerprint database in dynamic environments; (3) establishing an edge service architecture to offload signal matching and trajectory estimation tasks to MEC nodes, using lightweight computing engines to reduce the load on the core network. …”
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An Energy Efficient Dynamic Address Encoding Scheme for Wireless Sensor Network by Liuxiao Zheng, Kewang Zhang, Deyun Zhang

“…However, wireless sensor nodes are battery powered; replacing or recharging battery is usually impossible after deployment, which makes energy a scarce resource for WSN. …”
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A Hybrid Path Planning Algorithm for Orchard Robots Based on an Improved D* Lite Algorithm by Quanjie Jiang, Yue Shen, Hui Liu, Zohaib Khan, Hao Sun, Yuxuan Huang

“…This generates curvature-continuous and directionally stable segments that replace the original narrow-path portions. Finally, a gradient descent method is applied to smooth the overall path, improving trajectory continuity and execution stability. …”
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A flying ad-hoc network dataset for early time series classification of grey hole attacks by Charles Hutchins, Leonardo Aniello, Enrico Gerding, Basel Halak

“…These sequences undergo post-processing via two methods: firstly, an anonymization procedure that replaces IP addresses with standard string variables, allowing for offline model training and deployment on any UAV; and secondly, the application of feature engineering techniques to format the data for machine learning model integration. …”
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Preserving Left Aberrant Hepatic Artery During Gastrectomy for Cancer – Literature Review and Case Report by Dragos Eugen GEORGESCU, Teodor Florin GEORGESCU, Florin Teodor BOBIRCA, Luiza Georgia SERBANESCU, Traian PATRASCU, Mihai Teodor GEORGESCU

“…The final pathology report showed 18 lymph nodes examined, 5 being with adenocarcinoma metastases. …”
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Enhancing security and efficiency in Mobile Ad Hoc Networks using a hybrid deep learning model for flooding attack detection by Pramodh Krishna D., E. Sandhya, Khaja Shareef Sk, Srihari Varma Mantena, Venkata Subbaiah Desanamukula, Ch Koteswararao, Srinivasa Rao Vemula, Maruthi Vemula

“…Abstract Mobile Ad Hoc Networks (MANETs) are increasingly replacing conventional communication systems due to their decentralized and dynamic nature. …”
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Lightweight object detection model for food freezer warehouses by Jiayu Yang, Zhihong Liang, Mingming Qin, Xingyu Tong, Fei Xiong, Hao An

“…Additionally, the SimAM attention mechanism is applied to the Backbone’s final layer, enabling focus on critical image information without increasing parameters. Soft-NMS replaces the traditional NMS method, further improving detection accuracy. …”
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Personalized Federated Learning for Heterogeneous Residential Load Forecasting by Xiaodong Qu, Chengcheng Guan, Gang Xie, Zhiyi Tian, Keshav Sood, Chaoli Sun, Lei Cui

“…Deep learning (DL) model has replaced other classical models as the most popular prediction models. …”
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Diagnostic Accuracy of Contrast-Enhanced Computed Tomography (CECT) and Ultrasonography (USG) in Diagnosing Carcinoma Gallbladder keeping Histopathology the Gold Standard by Raza Haider, Muhammad Qasim Butt, Muhammad Babar Khan, Jamil Salamat Ullah, Mansoor Tariq Azim, Sadia Ibrar Khan

“…CECT scan has an additional advantage in defining the extension of the disease and involvement of surrounding structures including lymph nodes and hepatoduodenal ligament.…”
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Financial risk forecasting with RGCT-prerisk: a relational graph and cross-temporal contrastive pretraining framework by Liyu Chen, Xiangwei Fan

“…Abstract Financial risk forecasting is critical for the early detection of corporate distress, yet traditional methods and recent deep learning models exhibit notable limitations. …”
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Molecular Merged Hypergraph Neural Network for Explainable Solvation Gibbs Free Energy Prediction by Wenjie Du, Shuai Zhang, Zhaohui Cai, Xuqiang Li, Zhiyuan Liu, Junfeng Fang, Jianmin Wang, Xiang Wang, Yang Wang

“…Furthermore, to handle noninteractive or repulsive atomic interactions, MMHNN incorporates an interpretation mechanism for nodes and edges within the merged graph, leveraging the graph information bottleneck theory to enhance model explainability. …”
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Suitability of walnut and pistachio shells as soilless substrates for producing Genovese basil in aquaponic systems by Gina P. Suárez-Cáceres, Sandamali Lokuhitige, Nathan T. Kaufman, Alharith Alghaithy, Mikaila B. Hishaw, Irwin R. Donis-Gonzalez, Víctor M. Fernández-Cabanás, Jackson A. Gross

“…These materials offer a promising solution for agri-waste management while advancing circular economy objectives in sustainable agriculture.MethodsThe present study evaluates the performance of crushed walnut shell (CWS) and line-waste pistachio shell (LWPS) as partial to complete replacements for coconut coir (CC) in decoupled aquaponic systems, using Genovese basil (Ocimum basilicum) as a model crop. …”
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Adaptive Topology Reconfiguration from an Actor Failure in Wireless Sensor-Actor Networks by Shengfeng Zhang, Xiaobei Wu, Cheng Huang

“…Wireless Sensor-Actor Network (WSAN) usually consists of numerous sensor nodes and fewer actors, and the connectivity of interactors is critical to the whole network. …”
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Home surveillance system based on LoRa backscattering by Marc Lazaro, Antonio Lazaro, Ramon Villarino, David Girbau

“…The primary goal is to significantly reduce the power consumption of these wireless nodes, eliminating the need for battery replacements and maintenance associated with commercial systems. …”
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