A FAULT DIAGNOSIS METHOD BASED ON IMPROVED ARTIFICAL BEE COLONY OPTIMIZE SUPPORT VECTOR MACHINE by WU YinHua, XU QiongYan

“…Aiming at the fact that the fault diagnosis performance of support vector machine（ SVM） highly depends on the parameters selection,a fault diagnosis method based on improved artificial bee colony（ IABC） optimize SVM was proposed. …”
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Presenting a neural network-based hybrid method for ADAS damper optimization in absorption of earthquake energy by Faezeh Nejati, Milad Jiyan

“…Therefore, this research investigates a combined neural network-based method for optimizing Added Damper and Stiffness (ADAS) dampers in steel buildings. …”
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Comparative analysis of the effectiveness of BPG, AGU, AVIF and HEIF compression methods for medical images corrupted by noise of two types by Viktoriia Naumenko, Volodymyr Lukin, Vitalii Naumenko, Nadiia Kozhemiakina, Mykyta Solodovnyk

“…The tasks considered include: selecting 512x512 grayscale test images with various degrees of visual complexity, including visually complex images rich in edges and textures, moderately complex images with edges and textures adjacent to homogeneous areas, and visually simple images consisting mainly of homogeneous areas; establishing image quality assessment metrics and evaluating their effectiveness under different encoder compression parameters; selecting one or more metrics that clearly determine the position of the optimal operation point; providing recommendations based on the results obtained for compressing medical images corrupted by additive white Gaussian and Poisson noises using four encoders to maximize the quality of the restored image to the noise-free original. …”
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Minimizing the eccentricity between the centers of mass and stiffness of structures with the optimality criterion method in the structural design process by Reza Akbari, Payam Gholbeigi

“…The efficiency and capability of the method has been shown by using three sample structures of different systems. …”
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A Morphological Filtering Method Based on Particle Swarm Optimization for Railway Vehicle Bearing Fault Diagnosis by Yan Huang, Jianhui Lin, Zechao Liu, Chenguang Huang

“…However, the choices of operators and structure elements (SE) are numerous and complicated to determine the best MF solution for different bearing faulty signals. In this paper, the particle swarm optimization (PSO) was introduced to optimize the effect of MF among several classical MF operators and different SE parameters. …”
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Optimal root pruning to promote growth and water use efficiency of rice seedlings by ZHU Mei, HU Chenfan, LIU Shuoshuo, LIN Shimiao, LIU Jingzhe

“…Using the membership function method, seven variables were used to comprehensively assess the impact of different pruning treatments.…”
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Hyperparameter Optimization for Problem-Based Custom CNN Architectures Using a Smart Grid Search Method by H. Aktas

“…This study proposes an improved grid search based hyperparameter optimization method to design lightweight CNN architectures for task-specific classification problems. …”
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OPTIMIZING ENGINE PERFORMANCE & EMISSIONS WITH CEO2NANOPARTICLES IN DIESEL FUEL: VIA RESPONSE SURFACE METHOD by Abdullah Burak Arslan, Mehmet Çelik

“…The response section method (RSM) determines the effectiveness of the data transfer at different load conditions of the engine to minimize and amplify emissions. …”
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Performance Optimization Method of Steam Generator Liquid Level Control Based on Hybrid Iterative Model Reconstruction by Xiaoyu Li, Xiangsong Kong, Changqing Shi, Jinguang Shi, Zean Yang

“…The method proposes a fusion idea and implementation mechanism in which process data and the hybrid model are jointly driven under the data-driven framework to maximize the advantages of different modeling mechanisms to achieve the performance optimization of a steam generator level control system. …”
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A novel method for optimizing epilepsy detection features through multi-domain feature fusion and selection by Guanqing Kong, Guanqing Kong, Shuang Ma, Shuang Ma, Wei Zhao, Wei Zhao, Haifeng Wang, Haifeng Wang, Qingxi Fu, Qingxi Fu, Jiuru Wang

“…Surpassing other methods in detection accuracy. Consequently, this optimized method for epilepsy seizure detection enhances the diagnostic accuracy of epilepsy seizures.…”
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NVH Performance Improvement Method of the Three-in-one Electric Drive System Based on Structural Topology Optimization by Ge Hailong, Zhao Zhiguo, Chen Zhixin

“…In order to improve the NVH performance of a three-in-one electric drive system, the structural transmission path is designed and optimized. Firstly, the weak components with the highest NVH contribution to the electric drive assembly were identified by analytical method, frequency positioning method and plate contribution analysis method. …”
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Mutual-Energy Inner Product Optimization Method for Constructing Feature Coordinates and Image Classification in Machine Learning by Yuanxiu Wang

“…As a key task in machine learning, data classification is essential to find a suitable coordinate system to represent the data features of different classes of samples. This paper proposes the mutual-energy inner product optimization method for constructing a feature coordinate system. …”
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Optimized Characteristics of Polyvinyl Alcohol Films Decorated with Silver Nanoparticles Synthesized via Chemical Reduction Method by Yaqeen T. Alwan, Firas J. Kadhim

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Analysis and Optimization of Dysprosium-Doped Yellow Fiber Lasers for Ophthalmology Applications by Foroogh Khozeymeh, Federica Poli, Wahida Chowdhury, Annamaria Cucinotta

“…The influence of overlap integrals, output mirror reflectivity, and active fiber length on laser performance is investigated. The optimization criteria based on the different robust configurations of laser cavities are found which predict the slope efficiencies higher than half of the Stokes limit.…”
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Frequency Control Method for Distributed Energy Systems Based on Nash Equilibrium Quantum Particle Swarm Optimization by YI Kang, LUO Wenguang, WANG Tao, CHEN Yufeng

“…To address these issues, the paper proposes a frequency control method based on Nash equilibrium quantum particle swarm optimization (NEQPSO) for distributed energy systems. …”
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Robust Classification of Encrypted Network Services Using Convolutional Neural Networks Optimized by Information Bottleneck Method by Zhijiong Wang, Wei Lin, Yu Chen, Mang I. Vai

“…This paper proposes a novel approach to achieve robust classification of encrypted network services using Convolutional Neural Networks (CNNs) optimized by the Information Bottleneck (IB) method (IB-CNN). …”
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Optimization of stope dimensions using response surface method coupling a hybrid chaos-genetic algorithm by Ming lan, Hanwen Jia, Ju Ma

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Enhancing Load frequency control in power systems using Puma Optimizer – Proportional Integral Derivative Method by Trung Kien Do, Thanh Long Duong

“…The control parameters of LFC must be optimally adjusted for stable system operation. However, researchers are currently unable to find a suitable and robust method for optimal tuning of LFC control parameters. …”
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Geometric optimization of a blood pump impeller using the Taguchi method: CFD analysis and experimental evaluation by Abdoulaye Billo Diallo, Rafet Yapıcı, Ömer İncebay, Hasan Çınar

“…The number of blades, inlet width, outlet width, inlet angle, and outlet angle are among the important impeller parameters that were optimized at three different levels. The orthogonal array of the Taguchi design method was used to reduce the 243 possible configurations from the full-factorial experimental design to 27 trial tests. …”
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An Improved Fault Diagnosis Method for Rolling Bearing Based on Relief-F and Optimized Random Forests Algorithm by Yueyi Yang, Jiabo Zhai, Haiquan Wang, Xiaobin Xu, Yabo Hu, Jinxia Wen

“…In this paper, a novel hybrid fault diagnosis method of an optimized random forests classifier for rolling bearings is proposed. …”
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