Photovoltaic Array Fault Diagnosis and Localization Method Based on Modulated Photocurrent and Machine Learning by Yebo Tao, Tingting Yu, Jiayi Yang

“…By irradiating different frequency-modulated light, this method separates photocurrent and directly measures the photoelectric conversion efficiency of each panel, achieving both high accuracy and localization. …”
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Enhancing Air Conditioning System Efficiency Through Load Prediction and Deep Reinforcement Learning: A Case Study of Ground Source Heat Pumps by Zhitao Wang, Yubin Qiu, Shiyu Zhou, Yanfa Tian, Xiangyuan Zhu, Jiying Liu, Shengze Lu

“…This study proposes a control method that integrates deep reinforcement learning with load forecasting, to enhance the energy efficiency of ground source heat pump systems. …”
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INCREASING CENTRIFUGAL PUMP PERFORMANCE by S. V. Mikhaylova, I. A. Pogrebnaya

“…Objectives Investigate the prospect of improving the quality of centrifugal pumps in oil production.Method The method is based on energy-efficient installations for high-yield wells - the steps of the Borets-Weatherford installations and the Borets PC stages.Result The main hydraulic characteristics of electric centrifugal pumps with the use of energy-efficient stages with the recommended feed range have been developed. …”
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Energy Optimization of Sugarcane Bagasse by Oxidative Torrefaction: A Multiple Linear Regression Method by Diego A. Racero-Galaraga, Stiven Javier Sofan-German, Juan P. Arteaga-Ramos, Jorge M. Mendoza-Fandiño

“…Therefore, this research aimed to develop and apply a multiple linear regression model to predict the calorific value in oxidative torrefied sugarcane bagasse. An innovative method was used to enhance the efficiency of torrefaction process, focusing on predicting the calorific value through temperature and oxygen concentration. …”
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Using the arterial spins labeling method (ASL-perfusion) for evaluation of glioblastoma residual tissue by M. S. Bunak, M. V. Vishnyakova, G. A. Stashuk, R. G. Biktimirov

“…Objective. To evaluate the efficiency of ASL-perfusion as a method of estimating of hemodynamics and detection of residual tumor tissue after surgical treatment of glioblastoma.Material and methods. 56 patients after brain tumor’s surgical resection of glioblastoma (GRADE IV). …”
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Research on Temperature Field Analysis Method of High-Speed Bearing Chamber–Bearing System by Ping Gong, Jingjing Zhang, Zhenxia Liu, Manyuan Li

“…Additionally, compared with the thermal fluid–structure interaction method, the method described in this paper can save 90.75% of calculation time, which significantly improves efficiency. …”
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Finite Element Method Stress Analysis of Kammprofile Gasket Defects and Evaluation of the Sealing Performance by Muhammad Afiq Azmansah, Ahmad Majdi A Rani, Fudhail Abd Munir

“…A mesh size of 0.75 mm was optimal for balancing computational efficiency and accuracy. The maximum contact stress is determined to be the main indicator of sealing effectiveness among compressive strain and average contact stress, as the trendline shows that deviations from ideal parameters increase localised stresses and risk permanent deformation of the gasket. …”
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Analysis of the efficiency of theoretical knowledge and practical skills acquisition by intern doctors using the “Body Interact” virtual patient simulator in the conditions of toda... by M. Yu. Kolesnyk, Ya. M. Mykhailovskyi

“…General Medical Training”. The efficiency of practical skills acquisition was determined by passing scenarios of providing medical care using the virtual patient simulator “Body Interact”. …”
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Efficient identification of genomic insertions and surrounding regions in two transgenic maize events using third-generation single-molecule nanopore sequencing technology by Qing Liu, Qi Wang, Lihua Ning, Ziqi Chen, Chuang Zhang, Yang Liu, Buxuan Qian, Jia Guo, Yuejia Yin

“…In this study, the maize nitrate-efficient utilization gene ZmNRT1.1 A was introduced into maize variety y822 using transgenic technology, producing transgenic maize events ND4401 and ND4403 with enhanced tolerance to low nitrogen stress. …”
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Caterpillar-Inspired Multi-Gait Generation Method for Series-Parallel Hybrid Segmented Robot by Mingyuan Dou, Ning He, Jianhua Yang, Lile He, Jiaxuan Chen, Yaojiumin Zhang

“…These parameters, represented as discrete hump waves, are intended to improve motion efficiency during locomotion. Furthermore, the trajectories for each swinging segment are determined through kinematic analysis. …”
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A Neural Network-Based Structural Parameter Assessment Method for Prefabricated Concrete Pavement by Yongsheng Tang, Yunzhen Lin, Tao Yu

“…However, as a new type of pavement structure, their structural analysis theory and actual structural performance have not been determined. Therefore, a new method based on a neural network is applied to implement a long-term structural assessment, with the input being monitored strain data; it is named the jellyfish search algorithm-optimized BP neural network (JS-BP) model. …”
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Improved Nonprobabilistic Global Optimal Solution Method and Its Application in Bridge Reliability Assessment by Xiaoya Bian, Xuyong Chen, Hongyin Yang, Chen You

“…Without losing any probable failure points, this method was contributive to reducing root value point equations, lowering the computational complexity, and improving the computational efficiency. …”
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Work Emotion Intervention and Guidance Training Method for Enterprise Employees Based on Virtual Reality by Lixun Zhu

“…Improper management of employees’ emotions has a great impact on work status and work efficiency, and emotional management has increasingly become a very important part of corporate human resource management. …”
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Chemical magnetic field-assisted batch polishing method of 316L stainless steel by Fukang Yin, Chenchun Shi, Zikang Huang, Ke Wu, Jinbang Li, Chunjin Wang

“…Based on the principle of magnetic field-assisted batch polishing (MABP) proposed by our research team previously, a novel chemical magnetic field-assisted batch polishing (CMABP) method here is developed by adding chemical reagents (i.e., the mixture of oxalic acid and hydrogen peroxide) in the preparation process of regular magnetic brush, desiring and expecting to further realize the polishing of 316L stainless steel with higher precision and efficiency simultaneously. …”
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Study on Heat Transfer of Fluid in a Porous Media by VOF Method with Fractal Reconstruction by Shuai Liu, Qingyong Zhu, Wenjun Xu

“…Different from previous research, this method can more accurately reflect the flow and phase change on the upper surface of the porous medium. …”
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CMRNet: An Automatic Rapeseed Counting and Localization Method Based on the CNN-Mamba Hybrid Model by Jie Li, Chenbo Yang, Chengyong Zhu, Tao Qin, Jingmin Tu, Binhui Wang, Jian Yao, Jiangwei Qiao

“…This article provides an indirect method for lodging assessment by simplifying the lodging issue to the enumeration of upright plants. …”
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WEIGHTING IMPORTANCE SAMPLING METHOD FOR STRUCTURAL TIME-DEPENDENT FAILURE PROBABILITY FUNCTION ESTIMATION by QIAN YuGeng, YUAN XiuKai, CHEN JingQiang

“…To verify the accuracy and efficiency of the proposed method, numerical examples and industrial robot reducer examples are given and solved by the proposed method. …”
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A Sequential Ultrafiltration Method to Enhance the Accuracy and Throughput in Plasma Protein Binding Tests by Sang Ho Jeon, Min Chang Kim, Haejun Lee, Ju-Hee Oh, Hyun Seo Kim, Heawon Lee, Taehoon Park, Young-Joo Lee

“…<b>Results</b>: The PPB values determined through sequential UF were generally consistent with those derived from the mass balance UF method. …”
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Accurate Method for Solar Power Generation Estimation for Different PV (Photovoltaic Panels) Technologies by Aissa Meflah, Fathia Chekired, Nadia Drir, Laurent Canale

“…The most appropriate method for estimating PV power output is determined by the specific type of photovoltaic module and the availability of meteorological parameters. …”
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Performance Evaluation of Battery Swapping Stations for EVs: A Multi-Method Simulation Approach by Maria Grazia Marchesano, Valentina Popolo, Anastasiia Rozhok, Gianluca Cavalaglio

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