Optimal Knowledge Distillation through Non-Heuristic Control of Dark Knowledge by Darian Onchis, Codruta Istin, Ioan Samuila

“…In this paper, a method is introduced to control the dark knowledge values also known as soft targets, with the purpose of improving the training by knowledge distillation for multi-class classification tasks. …”
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Optimization design of magnetorheological damper based on multi-objective whale algorithm by Yuliang Zhao, Xiaoning Chen, Xuhong Huang, Caiwei Liu, Wenfeng Liu, Yanwei Xu

“…Abstract An efficient optimization design method for magnetorheological (MR) dampers, aimed at enhancing the damping force output and the adjustable coefficient, is explored in this study. …”
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Improved Lightweight Convolutional Networks for Classification of Grape Diseased Leaves by HUANG Yinglai, LI Ning, LIU Zhenbo, ZHANG Yanhua

“… Aiming at the problem of low accuracy and efficiency of traditional manual detection of types of grape leaf diseases, a grape leaf disease image classification method with improved lightweight convolutional network model is proposed First, the ReLU activation function in the original network is replaced by the ELU activation function; second, a new fully connected layer is designed, and the global average pooling layer is replaced by the global maximum pooling layer, and the output layer is improved; and then the channel attention mechanism is embedded in the network. …”
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Optimized Energy Management System for Wind Lens-Enhanced PMSG Utilizing Zeta Converter and Advanced MPPT Control Strategies by Arun Selvaraj, Ganesh Mayilsamy

“…A comparative analysis of different control strategies for maximum power point tracking (MPPT) is conducted, including the incremental conductance (INC) method and the perturb and observe (P&O) method. The performance of the MPPT controller integrated with the wind lens-based PMSG system is assessed based on output DC voltage and power delivered to the load. …”
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Construction and Structural Analysis of Inter-Regional Industrial Circular Network: A Case of the Middle and Lower Reaches of the Yellow River in China by Chong Yin, Yingxin Cui, Yue Liu, Xiaoni Su

“…The model and method were verified in the case of the MLYR and have practical meaning in supporting policy-making on promoting high-quality development of China.…”
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The carbon source-sink function of Hulun Lake, a large shallow eutrophic lake in northern China by Fengju Zhang, Bin Xue, Shuchun Yao

“…Lakes are known to play a crucial role in the world-wide carbon cycling due to the efficient organic carbon burial as well as large amount of CO2 emissions to the atmosphere. …”
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A Data-Driven Observer for Wind Farm Power Gain Potential: A Sparse Koopman Operator Approach by Yue Chen, Bingchen Wang, Kaiyue Zeng, Lifu Ding, Yingming Lin, Ying Chen, Qiuyu Lu

“…Maximizing the power output of wind farms is critical for improving the economic viability and grid integration of renewable energy. …”
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SPHERE: Benchmarking YOLO vs. CNN on a Novel Dataset for High-Accuracy Solar Panel Defect Detection in Renewable Energy Systems by Kubilay Ayturan, Berat Sarıkamış, Mehmet Feyzi Akşahin, Uğurhan Kutbay

“…This contributes to advancing AI applications in renewable energy infrastructure, ensuring efficient defect detection and sustained power output. …”
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Exploration and Practice of Classification Indexing Combined with Large Language Models by JIANG Peng, REN Yan, ZHU Beiling

“…On this basis, the actual indexing workflow is optimized to increase the systematicity and coherence of the indexing work, ensuring that every step from document input to final classification is more efficient and accurate. This optimized workflow has been put into use in the R and F categories of the collection, and it can improve the efficiency of indexing by 1.1 to 1.4 times. …”
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Adaptive current protection for three‐phase short‐circuit faults in active distribution networks by Shi Su, Yuan Li, Xuehao He, Qingyang Xie, Xiaolong Chen, Zhiyan Zheng, Botong Li, Jing Zhang

“…Subsequently, the fault characteristics of ADNs are analysed, taking into account the output characteristics of DGs under short‐circuit faults, which form the foundation for the proposed protection method. …”
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2D logistic map with unit transfer function and modulus operation based pseudorandom number generation for image encryption by Raiz Ahmad, Ghawar Said, Aymen Flah, Habib Kraiem, Claude Ziad El bayeh, Yousaf Hameed Khattak, Faisal Baig

“…Statistical testing using the NIST SP 800 − 22 test suite showed superior randomness, with the method passing all 15 tests. Additionally, uniformity, autocorrelation, cross-correlation, and entropy analyses confirmed the method’s suitability for cryptographic applications. …”
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Mexican axolotl optimization algorithm with a recalling enhanced recurrent neural network for modular multilevel inverter fed photovoltaic system by R. Madavan, B. Karthikeyan, R. Palanisamy, Mohammad Imtiyaz Gulbarga, Mohammed Al Awadh, Liew Tze Hui

“…The MAO algorithm optimally tunes control gain parameters offline, creating a dataset of optimal control signals, while the RERNN method predicts and applies real-time control signals, ensuring an efficient and stable power supply. …”
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Uncertain Parameters Adjustable Two-Stage Robust Optimization of Bulk Carrier Energy System Considering Wave Energy Utilization by Weining Zhang, Chunteng Bao, Jianting Chen

“…To ensure safe and reliable navigation despite uncertainties in wave energy output, onboard power loads, and outdoor temperature, a robust coordination method is adopted. …”
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Analysis and Optimization of the Coupling between Air-source Heat Pump and Building in Variable Operation Conditions by Li Sihui, Gong Guangcai, Zhou Fuyu, Liu Riming

“…To solve this problem, this paper established three models of capacity output, energy efficiency ratio and dynamic load demand of buildings in summer and winter, and all the three models were tested in varying operation condition. …”
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Model of process of organization of effective agricultural land-tenure by Оlexandra Hulko

“…It has been corroborated that while forming efficient and permanent land uses it is necessary to utilize modeling methods of efficient land use with consideration of interrelations and interdependence of natural properties of lands, social, economic and environmental factors. …”
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Research on Current Sharing Characteristics of 2-Phase 90° Interleaved Parallel LLC Resonant Converter Based on Variable Resonant Capacitor by Haichao Li, Yugang Yang, Chunguang Ren, Xinwei Wei, Runquan Meng

“…This paper proposes a novel approach to address the issues of imbalanced 2-phase resonant currents and output currents in traditional 2-phase parallel LLC resonant converters, as well as the excessive output current ripple caused by the conventional 2-phase 180° interleaved current-sharing method. …”
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Evaluation of sustainable energy use in sugarcane production: A holistic model from planting to harvest and life cycle assessment by Molood Behnia, Mohammad Ghahderijani, Ali Kaab, Marjan Behnia

“…However, ratoon cycles are more energy efficient. To lessen energy use in plant cane, the research recommends strategies like minimizing machinery use, adopting reduced and no-tillage practices, and employing efficient irrigation and spraying methods. …”
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Adaptation of Grain Cleaning Equipment for Kalonji and Sesame Seeds by Ramadas Narayanan, Vu Hoan Tram, Tieneke Trotter, Charissa Rixon, Gowrishankaran Raveendran, Federico Umansky, Surya P. Bhattarai

“…These results demonstrate how important carefully regulated shaker frequency and airflow speed are for improving output quality and cleaning effectiveness. The study shows that the Kimseed MK3 is a suitable low-cost, scalable option for research operations and smallholder farmers, providing better seed quality and processing efficiency for underutilised yet economically valuable oilseed crops.…”
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Design of gravity assisted heat exchanger and its application on enhanced waste heat recuperation utilizing organic Rankine and LNG system by Rizvi Arefin Rinik, Naimul Islam, M. Monjurul Ehsan, Yasin Khan

“…The output of ORC turbine increases from 220 kW to 240 kW, and the output of LNG turbine increases from 25 kW to 40 kW, as the condenser pressure rises. …”
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The Capacity Configuration of a Cascade Small Hydropower-Pumped Storage–Wind–PV Complementary System by Bin Li, Shaodong Lu, Jianing Zhao, Peijie Li

“…The results demonstrate that the proposed method reduces system energy deviation, improves the stability of power output and generation efficiency, and enhances the operational stability and economic performance of the system.…”
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