The efficiency and capabilities assessment of some local materials in wastewater treatment using the multi soil layering by Samira Ghotbi, Amirabbas Abedini, Abolfazl Akbarpour, Reihaneh Malakooti

“…A new method, Multi soil layering (MSL) ecotechnology introduced last few decades, a cost-efficient treatment system can reduce those negative issues. …”
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Development of an Experimental Phytotron and its Application in the Research on the Energy-ecological Efficiency of Indoor Plant Lighting by S. A. Rakutko, E. N. Rakutko, G. V. Medvedev

“…(Conclusions) An experimental laboratory phytotron was developed to study the energy-ecology efficiency of indoor plant lighting. The ability to control irradiance was achieved depending on the mass of plants. …”
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Development and Characterization of Lyophilized Chondroitin Sulfate-Loaded Solid Lipid Nanoparticles: Encapsulation Efficiency and Stability by Marta E. Bustos Araya, Anna Nardi Ricart, Ana C. Calpena Campmany, Rafel Prohens, Montserrat Miñarro Carmona

“…<b>Background/Objectives:</b> Solid lipid nanoparticles are increasingly recognized for their biocompatibility, their ability to encapsulate diverse compounds, their capacity to enhance drug stability, their bioavailability, and their therapeutic efficacy. …”
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Experimental Testing of the Efficiency, Stability, and Compatibility of Fillers in the Conservation and Restoration of Water-Gilded Wooden Heritage by María-Ángeles Carabal-Montagud, Laura Osete-Cortina, Ángel Vicente-Escuder, Celia Laguarda-Gómez

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YOLO-Air: An Efficient Deep Learning Network for Small Object Detection in Drone-Based Imagery by Jigang Qiu, Fangkai Cai, Ning Fu, Yuanfei Yao

“…Compared to the baseline YOLOv8n, YOLO-Air improved <inline-formula> <tex-math notation="LaTeX">$mAP_{50}$ </tex-math></inline-formula> from 41.2% to 44.5% on the VisDrone-DET2019 dataset, and from 44.9% to 47.5% on the AI-TOD dataset, while maintaining computational efficiency. These results validate YOLO-Air as an effective solution for small object detection in UAV aerial imagery.…”
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Efficient atrazine degradation through ZnFe2O4-catalyzed peroxymonosulphate activation by Junyi Gao, Xuying Zhao, Caibin Li, Zhenbao Luo, Long Zhang, Zhipeng Xiao, Tingting Mu, Furong Liu, Ruikang Gao, Jiguang Zhang, Xiwen Sun

“…The results highlighted the efficiency of the as-prepared ZnFe2O4 catalyst in ATZ removal and its excellent performance. …”
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Zn-Al layered double hydroxide nanoparticles for efficient removal of food dyes from wastewater by Rasheed M.A.Q. Jamhour, Ashraf M. Al-Msiedeen, Renad Z. Al-Sharaydeh, Mohannad R. Jamhour, Abdelmnim M. Altweiq

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Design and Application of Superhydrophobic Magnetic Nanomaterials for Efficient Oil–Water Separation: A Critical Review by Rabiga M. Kudaibergenova, Elvira A. Baibazarova, Didara T. Balpanova, Gulnar K. Sugurbekova, Aizhan M. Serikbayeva, Marzhan S. Kalmakhanova, Nazgul S. Murzakasymova, Arman A. Kabdushev, Seitzhan A. Orynbayev

“…Superhydrophobic magnetic nanomaterials (SHMNMs) are emerging as multifunctional platforms for efficient oil–water separation due to their combination of extreme water repellency, strong oil affinity, and external magnetic responsiveness. …”
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An electricity price optimization model considering time-of-use and active distribution network efficiency improvements by Yan Li, Yaheng Su, Qixin Zhao, Bala Wuda, Kaibo Qu, Lei Tang

“…This model effectively avoided local optima traps and enhanced global search capability, achieving the dual goals of rapid convergence and high stability, and showed exceptional optimization efficiency and adaptability; (2) building upon its optimization performance, the model further improved the uniformity and diversity of the solution distribution, ensuring robustness and flexibility in global search ability. …”
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His70 of Acetivibrio alkalicellulosi Cel5A is important for efficient hydrolysis of short cellodextrins by Mengxiang Jia, Yangyang Chen, Jingting Wang, Jiahan Wang, Yihua Ma, Yujiao Wang, Qian Ma, Yiheng Zhang, Weidong Liu, Kuanqing Liu

“…His70 itself appears to be largely dispensable for hydrolyzing β-1,4 glycosidic bonds, but it is important for efficient hydrolysis of short cellodextrins such as cellotriose, cellotetraose, and cellopentaose, likely through its ability to coordinate substrate binding. …”
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Investigation of an Efficient Multi-Class Cotton Leaf Disease Detection Algorithm That Leverages YOLOv11 by Fangyu Hu, Mairheba Abula, Di Wang, Xuan Li, Ning Yan, Qu Xie, Xuedong Zhang

“…This framework provides an efficient solution for the automated monitoring of cotton leaf diseases, advancing the development of smart sensors through improved detection accuracy and practical applicability.…”
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Numerical case study on thermal efficiency and predictive thermal management in Type-4 wind turbines by Wajid Khan, Feng Renhai, Abdul Aziz, Muhammad Zain Yousaf, Baseem Khan, Josep M. Guerrero

“…A 3D surface analysis revealed optimal switching frequencies ∼5–6 kHz and wind speeds ∼10–12 m/s that yielded thermal efficiencies 98.4 %, demonstrating the model's ability to maintain thermal safety and improve energy efficiency in real time. …”
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Carbon-Nanotube-Based Superhydrophobic Magnetic Nanomaterial as Absorbent for Rapid and Efficient Oil/Water Separation by Rabiga M. Kudaibergenova, Fernanda F. Roman, Adriano S. Silva, Gulnar K. Sugurbekova

“…The new PU/CNT/NiFe₂O₄/PDMS sponge exhibits excellent superhydrophobic/oleophilic/mechanical properties and water repellency (water absorption rate of 0.4%) while having good absorption of oil, olive oil, and organic liquids of different densities (absorption capacity of 21.38 to 44.83 g/g), excellent separation efficiency (up to 99.81%), the ability to be reused for removing oil and organic solvents for more than 10 cycles, and easy control and separation from water using a magnet. …”
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Mode Coresets for Efficient, Interpretable Tensor Decompositions: An Application to Feature Selection in fMRI Analysis by Ben Gabrielson, Hanlu Yang, Trung Vu, Vince Calhoun, Tulay Adali

“…In this paper, we introduce an efficient subset-based form of the Tucker decomposition, by selecting coresets from the tensor modes such that the resulting core tensor can well-approximate the full tensor. …”
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A Hybrid Efficient U-Net Framework for Detection of Anterior Belly of the Digastric Muscle on Ultrasonography by Sule Erdem, Suheda Erdem, Muammer Turkoglu, Abdulkadir Sengur, Nebras M. Sobahi

“…The model can contribute to clinical diagnostic processes with its ability to accurately detect small and large structures. …”
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Role of cytokines in pathogenesis, diagnosis and efficiency evaluation of immunotherapy in various variants of sclerotic lichen in women by E. V. Kolesnikova, A. V. Zharov, G. A. Penzhoyan

“…Derinat was chosen due to the fact of being an agonist of Toll-like receptors, and a number of immunoregulatory effects, including the ability to modulate cytokine production and to exert a positive influence upon regeneration processes. …”
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Solvent-free synthesis of highly dispersed zinc-doped porous carbons as efficient dibenzothiophene adsorbents by Ping Lu, Zhenhua Sun, Xinrong Ke, Changshen Ye, Zhixian Huang, Ting Qiu

“…Designing efficient adsorbents for the deep removal of refractory dibenzothiophene (DBT) from fuel oil is vital for addressing environmental issues such as acid rain. …”
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WirelessNet: An Efficient Radio Access Network Model Based on Heterogeneous Graph Neural Networks by Jose Perdomo, M. A. Gutierrez-Estevez, Chan Zhou, Jose F. Monserrat

“…A network digital twin can enable the ability to safely and rapidly recreate what-if scenarios of mobile networks for more cost effective and intelligent network optimization. …”
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A mature, sweet orange cultivar derived from 'Valencia' with high Agrobacterium transformation efficiency by Michel Canton, Orlene Peraza-Guerra, Hao Wu, Jude Grosser, Zhonglin Mou, Janice Zale

“…Transformation efficiencies of sweet orange cultivars 'Florida EV1' and 'Valencia', recalcitrant to Agrobacterium transformation, were investigated using liquid culture in We-V™ vessels. …”
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Shield tunneling efficiency and stability enhancement based on interpretable machine learning and multi-objective optimization by Wenli Liu, Yang Chen, Tianxiang Liu, Wen Liu, Jue Li, Yangyang Chen

“…Adequate control of shield machine parameters to ensure the safety and efficiency of shield construction is a difficult and complex problem. …”
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