Optimizing anomaly detection models for edge IIoT with an enhanced firefly algorithm-based hyperparameter tuning strategy by Mohemmed Yousuf Rahamathulla, Mangayarkarasi Ramaiah

“…These results support the efficiency of the suggested approach for IIoT cybersecurity applications in real-time.…”
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A Refinement Reconstruction Method for Indoor Structures Based on 3D Point Cloud Template Matching by B. Cai, S. Tang, W. Wang, L. Xie, X. Li, R. Guo

“…Extensive experimental validation confirms the effectiveness of the proposed method, demonstrating its ability to alleviate issues such as point cloud noise, data loss, and occlusions, thereby improving both reconstruction accuracy and efficiency. …”
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Effect of TiO2 and ZnO powder mixtures on mechanical and photocatalytic performance of high performance concrete by Fouad Amor, Lenka Ingrišová, Zuzana Rácová, Michal Baudys, Petr Hájek

“…Titanium dioxide (TiO2) photocatalyst has been widely used in building materials science due to its ability to break down pollutants. Zinc oxide (ZnO) is often considered a substituent for TiO2 because of its photocatalytic and photoluminescent properties. …”
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Comparative study of dynamic response by three types of energy storage systems for grid studies: A Microgrid Laboratory experimental-based study by Danny Ochoa-Correa, Edisson Villa-Ávila, Vinicio Iñiguez-Morán, Patricio Astudillo-Salinas

“…This is attributed to their ability to store surplus electricity generated by renewable energy sources such as wind and solar, contributing to the balance between generation and demand. …”
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Tower view object detection based on ECIOU structure embedded in YOLO by QIAN Jide, YAN Hao, LIANG Yan, ZENG Changchang, MOU Yihao

“…The experimental results show that the accuracy of the improved YOLO v8 is 90.2%，and the average precision mean is 86.9%，which is 2.2% and 1.3% higher than that of YOLO v8n respectively，and the detection efficiency is improved.…”
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Investigation of a Boiler's Furnace Aerodynamics with a Vortex Solid Fuel Combustion Scheme on Physical and Mathematical Models by Prokhorov V.B., Chernov S.L., Kirichkov V.S., Kaverin A.A.

“…In order to test the functional ability and efficiency of the proposed combustion scheme, studies on the physical model of the boiler furnace and the mathematical model of the experimental furnace bench for the case of an isothermal fluid flow were carried out. …”
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Construction of Knowledge Graph for Marine Diesel Engine Faults Based on Deep Learning Methods by Xiaohe Tian, Huibing Gan, Yanlin Liu

“…As the core equipment in ship power systems, the accurate and real-time diagnosis of ship diesel engine faults directly affects navigation safety and operation efficiency. Existing methods (e.g., expert systems, traditional machine learning) can hardly cope with the complex failure modes and dynamic operation environment due to the problems of relying on artificial features and insufficient generalization ability. …”
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YOLOv8n-CSD: A Lightweight Detection Method for Nectarines in Complex Environments by Guohai Zhang, Xiaohui Yang, Danyang Lv, Yuqian Zhao, Peng Liu

“…At present, the picking of nectarines mainly relies on manual completion in China, and the process involves high labor intensity during picking and low picking efficiency. Therefore, it is necessary to introduce automated picking. …”
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Genistein transfersome-embedded topical delivery system for skin melanoma treatment: in vitro and ex vivo evaluations by Amira Motawea, Sara N. Maria, Doaa N. Maria, Monica M. Jablonski, Mohamed Moustafa Ibrahim

“…The optimized formulation has high encapsulation efficiency with an excellent particle size that will facilitate its penetration through the skin. …”
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Dracocephalum kotschyi: Inhibition of critical enzyme relevant to type-2 diabetes, essential oil composition, bactericidal and anti-oxidant activity by Mehri Kazempour, S. Shirin Shahangian, Reyhaneh Sariri

“…Based on antioxidant assays, the acetonic extract showed the highest antioxidant ability, due to its highest total antioxidant content. …”
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Bearing Faults Diagnosis Method Based on Stacked Auto-Encoder With Graph Regularization for Wind Turbines by LIU Zhan, LIU Jianxun, BAO Yanyang, LI Dazi

“…ObjectivesIn order to solve the problems of low efficiency of fault feature extraction, inaccurate feature representation, and difficulty in adapting existing methods to complex signal requirements in wind turbine bearing fault diagnosis, a fault diagnosis method based on graph regularization was proposed. …”
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Ensemble weather-runoff forecasting models for reliable flood early warning systems by Alberto de la Fuente, Carolina Meruane, Viviana Meruane

“…Model performance was evaluated using the Kling-Gupta efficiency (0.6–0.8) and Nash-Sutcliffe efficiency (greater than 0.9). …”
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Real-Time Acoustic Holography for Target Pattern Acoustic Field Reconstruction With Iterative Unsupervised Learning by Minjie Ma, Xuewei Wang, Yang Li, Jia Wang

“…The ability to reconstruct acoustic field is essential for applications such as particle manipulation, medical therapy, and ultrasonic imaging. …”
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Small Target Detection for Power Line Components in Complex UAV Imagery by Zhiyuan Sun, Xu Wang

“…In the Neck, we replace the original C3 module with the lightweight C3-Faster module to strike a balance between accuracy and model efficiency, thereby reducing latency without sacrificing performance. …”
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Technical Review of Solar Distribution Calculation Methods: Enhancing Simulation Accuracy for High-Performance and Sustainable Buildings by Ana Paula de Almeida Rocha, Ricardo C. L. F. Oliveira, Nathan Mendes

“…These advancements have improved the accuracy and efficiency of solar shading simulations, enhancing energy performance and occupant comfort. …”
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Analysis of Slow-Released Fertilisers as a Source of Microplastics by Vladimir Isakov, Elena Vlasova, Vladislav Forer, Jose Kenny, Sergey Lyulin

“…One of the main strategies for improving the efficiency of agricultural production is the use of fertilisers with slow or controlled release of nutrients, in which the granules of mineral fertilisers are covered with polymeric shells. …”
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The balance between integration and segregation drives network dynamics maximizing multistability and metastability by Javier Palma-Espinosa, Sebastián Orellana-Villota, Carlos Coronel-Oliveros, Jean Paul Maidana, Patricio Orio

“…Abstract The brain’s ability to switch between functional states while maintaining both flexibility and stability is shaped by its structural connectivity. …”
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Real-time active cell balancing using QPSO-controlled switched capacitor and transformer methods by S. Ida Evangeline, B. Subashini

“…Abstract The growing demand for high-performance energy storage systems, particularly in electric vehicles and renewable energy applications, has amplified the need for efficient battery management systems. Central to a BMS is the ability to ensure cell voltage uniformity through active cell balancing, which enhances energy utilization, safety, and battery longevity. …”
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The role of agentic AI in shaping a smart future: A systematic review by Soodeh Hosseini, Hossein Seilani

“…Artificial intelligence (AI), particularly Agentic AI, is increasingly critical for addressing the demand for speed, efficiency, and customer focus in modern organizations. …”
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Earthworm-Inspired Multimodal Pneumatic Continuous Soft Robot Enhanced by Winding Transmission by Jianbin Liu, Pengcheng Li, Zhihan Huang, Haitao Liu, Tian Huang

“…Based on these methods, an earthworm-inspired soft robot that can perform multimodal movements with autonomous obstacle-avoidance ability and enhanced motion efficiency is developed. …”
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