Enhanced Spectral Efficiency in RIS-Assisted MIMO Systems Through Joint Precoding and RIS Configuration by Mohammed Adil Abbas, Aqiel N. Almamori, Ahmed Jumaa Lafta, Asaad H. Sahar

“…The enhanced performance stems from the algorithm’s ability to dynamically coordinate power allocation with channel eigenmode alignment, making it a viable solution for next-generation wireless systems requiring high spectral efficiency.…”
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An enhanced GhostNet model for emotion recognition: leveraging efficient feature extraction and attention mechanisms by Jie Sun, Tianwen Xu, Yao Yao

“…The EGT model integrates GhostNet's efficient feature extraction, the Transformer's ability to capture global context, and a dual attention mechanism to selectively enhance critical features. …”
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A New Model for Enhancing Efficiency in On-Chip Optical ‎Networks Based on Adaptive Routing Algorithm.‎ by Mohammadreza Hemmati, Sayed Mohammad Ali Zanjani, Elham Yaghoubi

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RRBM-YOLO: Research on Efficient and Lightweight Convolutional Neural Networks for Underground Coal Gangue Identification by Yutong Wang, Ziming Kou, Cong Han, Yuchen Qin

“…Coal gangue identification is the primary step in coal flow initial screening, which mainly faces problems such as low identification efficiency, complex algorithms, and high hardware requirements. …”
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OPTIMIZING FUEL CELL MEMBRANE EFFICIENCY THROUGH COMPARATIVE THERMAL ANALYSIS OF HYDROGEN FUEL VARIANTS by Jawad Ahmed, Imdad Ali, Sudheer Hussain, Abdul Latif, Qadir Baksh, Waqar Ahmed, Muhammad Ahmed

“…The temperature differential is indicative of hydrogen's ability to manipulate its heat-generating and dissipating processes more efficiently than PET. …”
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Parameter-Efficient Vehicle Trajectory Prediction Based on Attention-Enhanced Liquid Structural Neural Model by Ruochen Wang, Yue Chen, Renkai Ding, Qing Ye

“…However, existing algorithms, such as LSTM-based and attention-based models, face challenges of high computational complexity, large parameter sizes, and limited ability to efficiently capture both temporal dependencies and spatial interactions in dynamic traffic scenarios. …”
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Review on thermal efficiency augment of flat plate collector equipped with mono and hybrid nanofluids and with inserts by L.S. Sundar, Sergio M.O. Tavares, Antonio M.B. Pereira, Antonio C.M. Sousa

“…This article investigates the influence of nanofluids on the thermal performance of FPCs, with a specific focus on thermal efficiency. Water-based mono nanofluids containing Al2O3, CuO, MWCNTs, TiO2, SiO2, and ZnO, along with hybrid nanofluids such as SiC-MWCNT/ethylene glycol, MgO-MWCNT/water, CuO-MWCNT/water, and Al2O3-TiO2/water, were analyzed for their ability to enhance the thermal efficiency. …”
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Modification of the WaldBoost algorithm to improve the efficiency of solving pattern recognition problems in real-time by A. N. Chesalin, S. Ya. Grodzenskiy, M. Yu. Nilov, A. N. Agafonov

“…The implementation of the WaldBoost algorithm is considered, and its modification is proposed, which allows to significantly reduce the number of weak classifiers to achieve a given classification accuracy. The efficiency of the proposed algorithm is shown by specific examples. …”
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Efficient Gearbox Fault Diagnosis Based on Improved Multi-Scale CNN with Lightweight Convolutional Attention by Bin Yuan, Yaoqi Li, Suifan Chen

“…The lightweight convolutional attention is adaptively captured by the dynamic convolutional kernel generation strategy to adaptively capture local features in the time domain, and combined with grouped convolution to enhance the computational efficiency further; in addition, parameterized revised linear units are introduced to retain fault-sensitive negative information, which enhances the model’s ability to detect weak faults. …”
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Stacking classical-quantum hybrid learning approach for corrosion inhibition efficiency of N-heterocyclic compounds by Muhamad Akrom, Supriadi Rustad, Totok Sutojo, Wahyu Aji Eko Prabowo, Hermawan Kresno Dipojono, Ryo Maezono, Hideaki Kasai

“…The novelty lies in the hybrid framework's ability to leverage quantum feature maps, offering a groundbreaking method to explore anti-corrosion materials through quantum machine learning (QML).…”
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Investigation of Annealing Temperature Effect of Tin Oxide on the Efficiency of Planar Structure Perovskite Solar Cells by Ahmed Hayali, Maan M. Alkaisi

“…The increase in grain size led to improved efficiency of the PSCs. Devices annealed at 120 °C yielded PSCs with an average efficiency of 15% for a 0.36 cm² active area, while devices treated at 90 °C and 150 °C produced an average efficiency of 12%. …”
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Use of Anionic Surfactant-Modified Activated Carbon for Efficient Adsorptive Removal of Crystal Violet Dye by Rumi Goswami, Amit Kumar Dey

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Efficient remote sensing image classification using the novel STConvNeXt convolutional network by Bo Liu, Chenmei Zhan, Cheng Guo, Xiaobo Liu, Shufen Ruan

“…To address the balance between computational efficiency and feature extraction capability in existing methods, this paper innovatively proposes a lightweight convolutional network, STConvNeXt. …”
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Efficient Visual-Aware Fashion Recommendation Using Compressed Node Features and Graph-Based Learning by Umar Subhan Malhi, Junfeng Zhou, Abdur Rasool, Shahbaz Siddeeq

“…By leveraging its ability to capture latent visual features and neighborhood-based learning, VAGCN thoroughly investigates item compatibility across various categories. …”
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PROBLEMS OF OUTCOMES CHOICE FOR THE ASSESSMENT OF REHABILITATION PROGRAMS EFFICIENCY IN PATIENTS AFTER STROKE AND CRANIOCEREBRAL INJURY by V. S. Dombrovskiy, V. V. Omelyanovskiy

“…this article considers the appropriateness of surrogate points and endpoints utilization as evaluation criteria for rehabilitation programs efficiency in patients after stroke, craniocerebral injury or other CNS diseases (e.g. tumors, neuroinfections etc.) in Russian Federation. …”
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Efficiency of Using Local Propolis as A Preservative in Buffalo Milk Against Escherichia coli Contamination by Luma Alzaidi, Basima Mohammed

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Dynamic Property Preservation in AIoT: A Machine Learning Approach for Data-Efficient Model Transformation by Gullelala Jadoon, Adeel Ahmed, Ikram Ud Din, Ahmad Almogren, Mahdi Zareei, R. R. Biswal, Ayman Altameem

“…Through empirical evaluations, the framework has demonstrated its ability to efficiently determine and verify model characteristics at various transformation stages, significantly reducing the incidence of property violations. …”
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Deep Learning-Based Sign Language Recognition Using Efficient Multi-Feature Attention Mechanism by Esma Yenisari, Sirma Yavuz

“…Initially, general visual features are acquired through the EfficientNet model, leveraging the transfer learning paradigm. …”
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Assessment of arsenite removal efficiency, resistance, and biotransformation by Microbacterium hydroxycarbonoxydans isolated from contaminated sites by Ulises Emiliano Rodríguez-Castrejón, Alma Hortensia Serafín-Muñoz, Aurelio Álvarez-Vargas, Gustavo Cruz-Jiménez, Norma Leticia Gutiérrez-Ortega, Raúl Miranda-Avilés, Ma. Carmen Cano-Canchola

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Evaluation of Work Efficiency of the Solar Power Plant Installed on the Roof of a House in Hanoi City by T. N. Nguyen, V. D. Sizov, M. P. Vu, T. T. H. Cu

“…In this study, the design results of a rooftop grid-tied solar power station with the capacity of 26 kWp for a commercial building were introduced to have a basis to assess the operation ability of solar power station under solar radiation conditions in Hanoi city, Vietnam. …”
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