Secure cloud computing: leveraging GNN and leader K-means for intrusion detection optimization by Raman Dugyala, Premkumar Chithaluru, M. Ramchander, Sunil Kumar, Arvind Yadav, N. Sudhakar Yadav, Diaa Salama Abd Elminaam, Deema Mohammed Alsekait

“…The primary aim of the study is to enhance both the accuracy and efficiency of intrusion detection within cloud environments. …”
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Comparison of the Conventional, Chemical, and Ultrasound Extraction of Crude Polysaccharides and Their Properties from <i>Lentinula edodes (Berk.) Pegler</i> by Nannapat Phosarith, Thanyaporn Siriwoharn, Wachira Jirarattanarangsri

“…This study aimed to compare the efficiency of four extraction methods, hot water (HW), hot alkaline (HA), ultrasound-assisted water (UW), and ultrasound-assisted alkaline (UA), for extracting crude β-glucan from <i>Lentinula edodes</i>, focusing on yield, functionality, and antidiabetic potential. …”
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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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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

“…Disc diffusion, MIC, and MBC methods were applied to analyze the antibacterial efficiency of the extracts. GC-MS analysis of the essential oil was performed. …”
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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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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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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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Improved Visual SLAM Algorithm Based on Dynamic Scenes by Jinxing Niu, Ziqi Chen, Tao Zhang, Shiyu Zheng

“…This work presents a novel RGB-D dynamic simultaneous localization and mapping (SLAM) method that improves accuracy, stability, and efficiency of localization while relying on deep learning in a dynamic environment, in contrast to traditional static scene-based visual SLAM methods. …”
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Zinc oxide and zeolite imidazolate framework-8 loaded fibers for dual protection against airborne particulate and gaseous pollutants by Kyeongeun Lee, Hanjou Park, Yewon Choi, Juyeon Baek, Jooyoun Kim

“…While both ZnO and ZIF-8 presented charge-trapping capability, the uniform coating of ZIF-8 nanocrystals on the fibrous material, rather than uneven coating of ZnO aggregates, produced higher charging capacity, leading to a superior electrostatic filtration efficiency. On the other hand, agglomerates of ZnO crystals in the fibrous web advantageously affected the mechanical filtration efficiency, especially in the layered structure. …”
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Investigation of Grid-Tied Photovoltaic Power Plant on Medium-Voltage Feeder: Palestine Polytechnic University Case Study by Maher Maghalseh, Nassim Iqteit, Haitham Alqadi, Salman Ajib

“…These findings underscore the minimal impact of the PV system on the voltage profile and highlight the system’s ability to maintain power quality and efficiency even with the addition of renewable energy sources. …”
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Path Planning for Lunar Rovers in Dynamic Environments: An Autonomous Navigation Framework Enhanced by Digital Twin-Based A*-D3QN by Wei Liu, Gang Wan, Jia Liu, Dianwei Cong

“…Experimental validation across low-, medium-, and high-complexity scenarios demonstrates superior performance: the method achieves shorter paths, zero collisions in dynamic settings, and 30% faster convergence than baseline D3QN. Results confirm its ability to harmonize optimality, safety, and real-time adaptability under dynamic constraints, offering critical support for autonomous navigation in lunar missions like Chang’e and future deep space exploration, thereby reducing operational risks and enhancing mission efficiency.…”
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Optimizing solar PV systems using fuzzy logic for Climate-Resilient Healthcare infrastructure in Kyrgyzstan by Nivine Guler, Zied Ben Hazem, Ali Gunes

“…These tilt angles are proposed for seasonal adjustment to ensure high efficiency, more importantly for the healthcare facilities in Naryn area in Kyrgyzstan that strongly depends on stable power sources. …”
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