METHODS OF DETERMINATION OF POWER AND FUEL-ECONOMIC RATES OF MACHINE AND TRACTOR UNITS by A. G. Arzhenovskiy

“…The  parameters characterizing the dynamic and economic qualities of the MTU are most important: ability rating of the engine and its fuel efficiency; ability rating of the tractor and its fuel efficiency; tractive  resistance of the machines in the unit. …”
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Machine learning-based risk prediction model for pertussis in children: a multicenter retrospective study by Juan Xie, Run-wei Ma, Yu-jing Feng, Yuan Qiao, Hong-yan Zhu, Xing-ping Tao, Wen-juan Chen, Cong-yun Liu, Tan Li, Kai Liu, Li-ming Cheng

“…Objective The aim of this study was to develop a pertussis risk prediction model that is both efficient and has good generalization ability, applicable to different datasets. …”
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YOLOv8-OCHD: A Lightweight Wood Surface Defect Detection Method Based on Improved YOLOv8 by Zuxing Chen, Junjie Feng, Xueyan Zhu, Bin Wang

“…To overcome the drawbacks of manual defect detection and the challenges of traditional visual inspection algorithms, such as high missed detection rates, slow detection speeds, and difficulties in deployment on embedded devices for detecting subtle wood surface defects, this study aims to improve the utilization efficiency of wood in enterprises. A lightweight wood surface defect detection method, YOLOv8-OCHD, based on deep learning models, is proposed. …”
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Study on the extraction, antioxidant and prebiotic activity of the polysaccharides from the fruits of Phyllanthus emblica L. by Haotian Huang, Haotian Huang, Xiaobo Zhou, Mengge Sun, Mengge Sun, Jiajie Chen, Jiajie Chen, Tao Tan, Dongsheng Yang

“…The UMSE method showed higher extraction efficiency and sugar content compared to traditional water extraction, with a reduction in impurities. …”
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Molecular Engineering‐Boosted High‐Performance AIE Sonosensitizer for Cancer Sonodynamic‐Augmented Immunotherapy by Chao Fu, Wei Zhao, Xionglei Wang, Xia He, Yuting Yin, Jiayi Li, Qiyun Deng, Caihong Yan, Yuli Yin, Zhiming Wang, Rong Hu

“…In addition, in vitro observation demonstrated that thiolate‐substituted segment incorporation endows the molecules with enhanced cellular uptake efficiency and improved tumor cell eradication ability. …”
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Enhancing construction robot collaboration via multiagent reinforcement learning by Kangkang Duan, Zhengbo Zou

“…The results revealed the efficient collaboration mechanism between agents and demonstrated the ability of our approach to enable multiple robots to learn and adapt their behaviors in complex and dynamic construction tasks while effectively preventing collisions. …”
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A Federated Reinforcement Learning Framework via a Committee Mechanism for Resource Management in 5G Networks by Jaewon Jeong, Joohyung Lee

“…The DFRL framework boosts efficient virtual instance scaling in Mobile Edge Computing (MEC) environments for 5G core network automation. …”
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Condition Monitoring System for Main Shaft Bolts in Wind Turbines Based on YOLOv11 by CHEN Huai, CHEN Yanan, LI Ziyuan, ZHANG Jiayou, QIN Long, SHU Hui

“…Abnormal condition monitoring of main shaft bolts plays a crucial role in ensuring the stable and efficient operation of wind turbines. The traditional inspection method of manual patrols has proven inefficient and lacking in real-time performance, which hinders its ability to meet the requirements of efficient operation and maintenance for modern wind turbines. …”
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Machine learning framework for oxytetracycline removal using nanostructured cupric oxide supported on magnetic chitosan alginate biocomposite by Hassan Rasoulzadeh, Hossein Azarpira, Mojtaba Pourakbar, Amir Sheikhmohammadi, Alieh Rezagholizade-shirvan

“…These findings emphasize the importance of optimizing parameters X2 and X3 in the removal process and suggest that optimizing these parameters can lead to improved removal efficiency. This research introduces an efficient method for removing oxytetracycline (OTC) from liquids using CuO-M-CAB nanoparticles. …”
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QUALITATIVE OPERATION INDICES OF TRANSPORT COMPLEX OF THE RUSSIAN FEDERATION by I. N. Pugachev, Yu. I. Kulikov, V. N. Sediukevich

“…The paper has studied the possibility to create a modern automated management system for transport complex at the Ministry of Transport of the Russian Federation that ensures an efficient organization of standardized information exchange between transport complex participants.The paper provides efficient solutions on transport problems that lead to planned improvements of objective indices with small expenses. …”
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Local Analysis of Human Cortex in MRI Brain Volume by Sami Bourouis

“…In this paper, a segmentation procedure using geometric curvature properties that provide an efficient discrimination for local shape is implemented on the brain cortical surface. …”
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Advancing Brain Targeting: Cost-Effective Surface-Modified Nanoparticles for Faster Market Entry by Mariana Gomes, Maria João Ramalho, Joana A. Loureiro, Maria Carmo Pereira

“…Lengthy approval processes can slow market entry, but cost–benefit analyses indicate that surface-modified NPs remain financially viable, particularly as scalable manufacturing techniques and some ligands are cost-efficient.…”
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Non-destructive assessment of hemp seed vigor using machine learning and deep learning models with hyperspectral imaging by Damrongvudhi Onwimol, Pongsan Chakranon, Kris Wonggasem, Papis Wongchaisuwat

“…By enabling rapid and objective seed selection, this technology can improve the efficiency of hemp seed production and ultimately lead to higher crop yields. …”
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An adaptive hexagonal deployment model for resilient wireless sensor networks in precision agriculture by Zhang Yinjun

“…The protocol achieves an average latency of 50 milliseconds, a packet loss rate below 2%, a success rate exceeding 95%, and highly efficient obstacle management, with adjusted nodes accounting for less than 5%. …”
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Stability-indicating spectrophotometric quantification of safinamide in the presence of its possible degradation product by Ebraam B. Kamel, Omar M El-Abassy

“…It is highly improbable that degradation products of pharmaceutical components would significantly compromise efficiency and safety of a drug during its shelf life. …”
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Geological object recognition in legacy maps through data augmentation and transfer learning techniques by Wenjia Li, Weilin Chen, Jiyin Zhang, Chenhao Li, Xiaogang Ma

“…A deep learning model called EfficientNet is then fine-tuned using the augmented dataset to recognize and classify geological features more accurately. …”
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Real-Time Interference Mitigation for Reliable Target Detection with FMCW Radar in Interference Environments by Youlong Weng, Ziang Zhang, Guangzhi Chen, Yaru Zhang, Jiabao Chen, Hongzhan Song

“…In this paper, we propose an efficient solution for real-time radar interference mitigation. …”
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Photoabsorption Enhancement in Synthetic-Natural Dye-Sensitized Solar Cells Using Bilayer TiO2 Deposition and Separated Sensitization by Roohollah Nakhaei, Alireza Razeghizadeh, Pejman Shabani, Jabbar Ganji, Seyed Sajjad Tabatabaee

“…In this study, a new methodology is proposed for the cosensitization of dye-sensitized solar cells by synthetic and natural dyes to increase their optical absorption. Synthetic dyes are efficient but expensive. In contrast, natural dyes are cheap but have a low adsorption rate in competition with synthetic dyes. …”
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Sustainable Agriculture and It’s Practices: A Review by Shikha Sharma, Bipana K.C.

“…Innovative practices including aquaponics, hydroponics, vertical farming, and agroforestry ensure year-round, efficient food production. Climate-smart agriculture adapts to climate change, while precision agriculture enhances resource efficiency. …”
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Superparamagnetic iron oxide-hydroxyapatite composite coatings for bio-imaging, hyperthermia and orthopedic applications by Smrithi Saroj, Vijayalakshmi Uthirapathy

“…The incorporation of iron oxide (Fe3O4) nanoparticles into HA provides a versatile platform for the development of highly efficient nanocomposites, owing to the exceptional properties of Fe3O4, ideal for tissue engineering, bioimaging and hyperthermia applications. …”
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