The Application of Graph Neural Networks in Power Systems from Perspective of Perception-Prediction-Optimization by Zhuo LI, Yinzhe WANG, Lin YE, Yadi LUO, Xuri SONG, Zhenyu ZHANG

“…After that, it summarizes the current applications of GNNs in power system state perception, prediction, and graph-based power flow calculation, aiming to explore the suitability of GNNs for new power systems from the perception-prediction-optimization perspectives. …”
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Optimization method for remaining life prediction of conventional circuit breaker based on deep learning by SUN Shuguang, WEI Shuo, WANG Jingqin, SHAO Xu, SUN Liang, GAO Hui

“…In the context of smart grid, aiming at the condition monitoring of conventional circuit breakers with complex mechanical actions, an optimization method for remaining life prediction of conventional circuit breaker based on deep learning is proposed. …”
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Topological optimization design of the front coupling rod of prosthetic knee joint based on Inspire by Xiaofei Su, Yan Zhu, Hui Dong, Jingyu Yang, Lu Wang, Zhengyu Zhao

“…This optimization process is aimed at achieving mass reduction of the prosthetic motion mechanism while improving its structural performance. …”
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Optimization of Electric Truck Routes for Performing Maintenance Services on the Electric Power Distribution Network by Ana Paula Oening, Tiago Lino Bello, Eduardo Casarin, Débora Cintia Marcilio, Signie Laureano França Santos, Pablo Lopes Macedo

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Short-Term Photovoltaic Power Combined Prediction Based on Feature Screening and Weight Optimization by Liqing Geng, Yadong Yang, Genghuang Yang, Yongfeng Zheng, Xiaocong Liu

“…Aiming at the problem of low prediction accuracy caused by the intermittent and fluctuating characteristics of photovoltaic power, a short-term photovoltaic power combined prediction method based on feature screening and weight optimization is proposed. …”
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Inoculation of plant growth-promoting bacteria and silicon to optimize nitrogen fertilization in Emerald grass by Vitória Almeida Moreira Girardi, Carlos Eduardo da Silva Oliveira, Bruno Horschut de Lima, Isabela Martins Bueno Gato Gato, Patrick Luan Ferreira dos Santos, Nelson Câmara de Souza Júnior, Arshad Jalal, Marcelo Carvalho Minhoto Teixeira Filho

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Modeling and optimization of a solar adsorption cooling system under weather conditions in Algeria by Mohammed Benramdane, Adenane Ghrici, Zakaria Sari Hassoun, Mohammed El Amine Chikh

“…<p>In order to optimize and Aiming to the efficiency improvements of a solar adsorption refrigeration system. …”
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Optimal Sequencing Control of Variable-speed Air-source Heat Pumps in Office Building by Liu Zhaohui, Li Zhenyu, Tan Hongwei, Xu Wen, Feng Wenbo, Yi Biyi

“…The heating, ventilation, and air conditioning (HVAC) system accounts for a large portion of the total energy consumption of a building. When aiming to achieve energy efficiency, the vital factor is optimal operation of the chiller plants, which constitute a large percentage of the system energy consumption. …”
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Optimization design of natural gas differential pressure power generation under flow fluctuation by Xiaohua Zhu, Wenyang He, Qinglong Lei, Quan Liu

“…Meanwhile, three optimization schemes are proposed to enhance the efficiency of pressure energy utilization in the purification plant, and economic analysis is used to compare the optimization results. …”
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An optimal scheduling strategy for mountainous microgrids considering user-side shared energy storage by FU Linbei, WANG Haisheng, LI Zhongzhong, MA Lihong, ZHOU Hang, ZHANG Changjun, CUI Jianzhao

“…Aiming to minimize the total cost of microgrid systems， the proposed strategy establishes an optimal scheduling model under the constraints of microgrid operation， energy storage， and investment limits. …”
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Study on Structure Design and Parameter Optimization of Diversion Rifled Feeder Based on CFD-DEM by Wancheng Dong, Xiongye Zhang, Zhen Jiang, Xue Hu, Yun Ge, Lixin Zhang

“…Response surface methodology was employed to optimize key structural parameters, aiming to enhance both air–fertilizer mixture uniformity and fertilizer delivery stability. …”
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Voltage optimization strategy for active distribution network based on distributed photovoltaic cluster control by Chunrong JIANG, Bowen ZHU, Xufeng ZHOU, Jiani LU, Aidong ZENG

“…In order to solve this problem, a voltage optimization strategy based on distributed photovoltaic cluster control is proposed for the active distribution network. …”
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An Improved Whale Optimization Algorithm via Angle Penalized Distance for Automatic Train Operation by Longda Wang, Yanjie Ju, Long Guo, Gang Liu, Chunlin Li, Yan Chen

“…Specifically, aiming at the high-quality target speed curve of urban rail trains, a target speed curve multi-objective optimization model for ATO is established with energy saving, punctuality, accurate stopping, and comfort as the indexes; and the comprehensive evaluation strategy utilizing angle-penalized distance as the evaluation index is proposed to enhance the assessment’s rationality and applicability. …”
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Research on Energy-Saving Optimization Control Strategy for Distributed Hub Motor-Driven Vehicles by Bin Huang, Jinyu Wei, Minrui Ma, Xu Yang

“…Under regular driving and braking conditions, the front and rear axle torque distribution coefficients are optimized by an adaptive particle swarm algorithm based on simulated annealing and a multi-objective co-optimization strategy based on variable weight coefficients, respectively. …”
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Simulation Optimization of Shovel-Truck System in Open-Pit Mines Considering Rockmass Parameters by Shafi Muhammad Pathan, Abdul Ghani Pathan, Muhammad Saad Memon

“…These outcomes are particularly relevant for mining professionals aiming to optimize mining operations for improved efficiency and sustainability.…”
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Optimizing asymmetric antibody purification: a semi-automated process and its digital integration by Christophe Prince, Despoina Georgiadou, Manuela Machatti, Matthias Hermann, Erwin van Puijenbroek

“…Through a case study for a bispecific antibody, we describe a semi-automated and digitalized purification platform aiming at accelerating and optimizing the supply of asymmetric antibodies for drug discovery. …”
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Development and optimization of biomimetic-chemically induced carbonate precipitation: A review of recent research by Yu Diao, Jitao Bai, Gang Zheng, Qingsong Hu, Pengjin Li, Xuanqi Liu, Wendi Hu, Jianyou Huang

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Development of a Comprehensive Model for Drying Optimization and Moisture Management in Power Transformer Manufacturing by Youssouf Brahami, Amidou Betie, Fethi Meghnefi, Issouf Fofana, Zié Yeo

“…These predictive tools are essential for engineers and researchers aiming to enhance transformer reliability.…”
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Research on optimization of maintenance strategy for power grid equipment considering the function-economic correlation by QI Weiwen, YE Lin, CHEN Jianguo, ZHOU Zhengyang

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Production Sequencing and Layout Optimization of Precast Concrete Components under Mold Resource Constraints by Junyong Liang, Zhifang Cao, Qingzhi Zu, Hua Huang, Shunsheng Guo

“…In this paper, a production sequence and layout optimization model for assembling precast concrete components under a limited number of molds is proposed, aiming to improve the comprehensive utilization efficiency of the mold tables and balance the workload between each production process of precast components. …”
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