Implementation of Efficient Artificial Neural Network Data Fusion Classification Technique for Induction Motor Fault Detection by Altaf S., Mehmood M. S., Imran M.

“…This theory will help in making accurate decision of the machine condition by fusing information from different sensors. The experimental results demonstrate the efficient performance of this theory which can be easily compared between unsurpassed discrete classifiers with the single sensor source data.…”
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An Efficient Petrov–Galerkin Scheme for the Euler–Bernoulli Beam Equation via Second-Kind Chebyshev Polynomials by Youssri Hassan Youssri, Waleed Mohamed Abd-Elhameed, Amr Ahmed Elmasry, Ahmed Gamal Atta

“…Presentations are made regarding the method’s convergence analysis and the computational cost of matrix inversion. The efficiency of the method described in precisely solving the Euler–Bernoulli beam equation under different scenarios has been validated by numerical testing. …”
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Non-fullerene OSC: The effects of active and electron transport layers' thickness towards 19.5% efficiency by Burak Yahya Kadem, R.K. Fakher Alfahed

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The geometry of efficient codes: How rate-distortion trade-offs distort the latent representations of generative models. by Leo D'Amato, Gian Luca Lancia, Giovanni Pezzulo

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Study on Amino Ionic Liquid/CO2 High-temperature and High-efficiency Absorption Refrigeration Cycle by Zhao Tianyu, Guo Kaihua, Huangfu Lixia, Chen Ying

“…When the generator temperature was 393.15 K and evaporation temperature was 278.15 K, the refrigeration-cycle efficiency could reach 0.85. At higher generator temperatures, the refrigeration cycle efficiency could reach up to 0.91, indicating that the working fluid can possibly become a new type of absorption refrigerant.…”
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Thermodynamic Analysis of NH3/CO2 Cascade Refrigeration System Considering Actual Compression Efficiency by Liu Li, Li Liansheng, Yang Qichao, Wu Jiawei, Zhang Yongli, Zhang Xiliang

“…Comparative and error analyses were performed using the thermodynamic analysis results of empirical formulas for different compressor isentropic efficiency. The formula that is consistent with the experimental data was used to analyze the maximum coefficient of performance (COPmax), the optimal intermediate temperature (TLC,opt), and the optimal inter-stage capacity ratio (nV,opt) of the system under variable temperature conditions. …”
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Leveraging the Global Innovation Index to Boost Manufacturing Efficiency in Algeria: An ARDL Model Study (2011-2022) by Souleyman Beghni, Meriyam Gourari

“…Furthermore, the context-specific findings may not be applicable to countries with different economic structures. Enhancing the efficiency of innovation investments could lead to significant growth in Algeria's manufacturing industries, with potential social impacts including broader economic development, increased employment, and social stability. …”
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An Efficient Fine-Grained Recognition Method Enhanced by Res2Net Based on Dynamic Sparse Attention by Qifeng Niu, Hui Wang, Feng Xu

“…This paper presents an efficient architecture built upon the Res2Net backbone, significantly enhanced by a dynamic Sparse Attention mechanism. …”
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Analysis of Ventilation Efficiency and Effective Ventilation Flow Rate for Wind-driven Single-sided Ventilation Buildings by Junli Zhou, Yong Hua, Yuan Xiao, Cheng Ye, Wei Yang

“…Based on the air flow mechanism of a single-sided wind-driven natural ventilation, the effective ventilation flow rates in buildings are different from the air flow rates through openings. …”
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Comparison and Development Trends of Energy Efficiency Characterization Methods for Room Air Conditioners in China and ASEAN Countries by Yang Jie, Chen Yanru, Cheng Jianhong, He Yuan, Li Pengcheng, Xia Yujuan

“…The energy efficiency labels of various countries are based on energy efficiency standards, although the forms are different, there is no substantial difference. …”
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Research of the factorial knowledge assessment paradigm efficiency illustrated by an example of testing students in the automatic control theory by Rudolf A. Neydorf, Elena N. Obukhova

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Computationally efficient solution for finding the current density on the illuminated and shadow sides of an infinitely thin circular disk by Dmitry K. Ketukh

“…The article is devoted to the development of a computationally efficient numerical solution to the diffraction problem on an infinitely thin ideally conducting circular disk. …”
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An improved multiscale fusion dense network with efficient multiscale attention mechanism for apple leaf disease identification by Hui LIU, Dandan DAI

“…Second, this work used three attention mechanisms, and the efficient multiscale attention mechanism obtained the best performance. …”
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Incremental Efficiency of Electricity Generation Based on Thermal Consumption at CHPPs and its Importance in Reducing Carbon Emissions by Suvorov D.M.

“…The significance of the results obtained lies in their applicability for solving problems of ensuring maximum efficiency during involving cogeneration turbines in regulating electric load schedules in different boundary conditions.…”
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Emergency Messages Dissemination Challenges Through Connected Vehicles for Efficient Intelligent Transportation Systems: A Review by Muhammad Akram Akram Mujahid, Kamalrulnizam Bin Abu Bakar, Tasneem S.J Darwish, Fatima Zuhra, Muhammad Aamer Ejaz, Gul Sahar

“…The ITS is based on different types of transportation modes like road, rail, ocean and aviation. …”
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How epigenome drives chromatin folding and dynamics, insights from efficient coarse-grained models of chromosomes. by Surya K Ghosh, Daniel Jost

“…Accounting accurately for the polymer entanglement length and the volumic density, we show that our simulation scheme not only captures the steady-state structural and dynamical properties of the system but also tracks the same dynamics at different coarse-graining. This strategy allows a strong power-law gain in numerical efficiency and offers a systematic way to define reliable coarse-grained null models for chromosomes and to go beyond the current limitations by studying long chromosomes during an extended time period with good statistics. …”
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Nitrate: ammonium nutrition alleviates detrimental effects of salinity by enhancing photosystem II efficiency in sorghum plants by Rafael de S. Miranda, Rosilene O. Mesquita, Natanael S. Freitas, José T. Prisco, Enéas Gomes-Filho

“…Sorghum bicolor plants were cultivated in nutrient solutions containing different NO3-:NH4+ ratios (100:0, 75:25, 50:50, 25:75 and 0:100) at a final concentration of 5.0 mM. …”
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Effect of inlet and baffle position on the removal efficiency of sedimentation tank using Flow-3D software by Ali Poorkarimi, Khaled Mafakheri, Shahrzad Maleki

“…Computational fluid dynamics (CFD) is used extensively to model and analyze complex issues related to hydraulic design, planning studies for future generating stations, civil maintenance, and supply efficiency. In this study, the effect of different conditions of inlet elevation, baffle’s distance from the inlet, and baffle height were investigated. …”
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Enhancing energy efficiency and cpu utilization in edge computing through deep learning-based data smoothing by Himabindu Sathyaveti, C. Gomathy

“…As edge computing continues to grow, making energy use more efficient and optimizing CPUs is increasingly important to maintain high edge computing performance in the future. …”
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Ventilation Strategies for Deep Energy Renovations of High-Rise Apartment Buildings: Energy Efficiency and Implementation Challenges by Anti Hamburg, Ülar Palmiste, Alo Mikola, Targo Kalamees

“…This study evaluates the condition of existing ventilation systems and assesses the performance, cost, and energy efficiency of different mechanical ventilation solutions with heat recovery, including centralized and decentralized balanced ventilation with heat recovery, single-room ventilation units, and mechanical extract ventilation with heat pump heat recovery or without heat recovery. …”
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