Gradient vs. Non-Gradient-Based Model Free Control Algorithms: Analysis and Applications to Nonlinear Systems by Andrei Baciu, Corneliu Lazar

“…The usefulness of such tuning algorithms increases with the complexity of the plants. …”
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Improved Parallel Differential Evolution Algorithm with Small Population for Multi-Period Optimal Dispatch Problem of Microgrids by Tianle Li, Yifei Li, Fang Wang, Cheng Gong, Jingrui Zhang, Hao Ma

“…In the new approach, the main population of the parallel algorithm is divided into several small populations, and each performs the original operators of a differential evolution algorithm, i.e., mutation, crossover, and selection, in different processes concurrently. …”
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Rapid prediction algorithm for flow field in fully mechanized excavation face based on POD and machine learning by JIN Bing, ZHANG Lang, LI Wei, ZHENG Yi, LIU Yanqing, ZHANG Yibin

“…To effectively utilize dust suppression measures in fully mechanized excavation faces, this study proposed a rapid prediction algorithm for the flow field based on proper orthogonal decomposition (POD) and machine learning. …”
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Control model of community elderly recreational exercise assistive robot based on improved dense trajectory algorithm by Ruisheng Jiao, Haibin Wang, Juan Luo

“…The main method of the model is to improve the dense trajectory algorithm to enhance its recognition speed and accuracy for complex and small movements. …”
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Optimizing anomaly detection models for edge IIoT with an enhanced firefly algorithm-based hyperparameter tuning strategy by Mohemmed Yousuf Rahamathulla, Mangayarkarasi Ramaiah

“…Reliable cyberattack detection is the main goal; hence, minimizing computing overhead during deployment is crucial for both real-time and edge-based solutions. …”
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Advances in Henry Gas Solubility Optimization: A Physics-Inspired Metaheuristic Algorithm With Its Variants and Applications by Mohammed A. El-Shorbagy, Anas Bouaouda, Hossam A. Nabwey, Laith Abualigah, Fatma A. Hashim

“…Recent variants of HGSO are categorized into modified, hybridized, and multi-objective versions, and the review explores its main applications, demonstrating its effectiveness in solving complex problems. …”
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Estimation of the Double-Cage Model for Three-Phase Induction Machines Using Decision Tree-Based Algorithms by Eduardo Ferreira Rios Oliveira, Rafael Santos, Marcelo Godoy Simoes, Helmo Morales Paredes

“…Moreover, the proposed approach remains effective even when the input data exhibits statistical deviations, a common challenge in practical scenarios. The main contributions of this work are the reduction of the number of parameters necessary for the estimation of the DCM equivalent circuit and employing three distinct decision tree-based algorithms, whose effectiveness was confirmed through simulations and experimental tests, thereby providing an accurate representation of the dynamics of real TIMs. …”
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Analysis of War Optimization Algorithm in a Multi-Loop Power System Based on Directional Overcurrent Relays by Bakht Muhammad Khan, Abdul Wadood, Shahbaz Khan, Husan Ali, Tahir Khurshaid, Asim Iqbal, Ki Chai Kim

“…This study focuses on optimizing the coordination of OCRs to minimize the overall operational time of main relays, thereby reducing power outages. The optimization problem is addressed by adjusting the time multiplier setting (TMS) using the War Strategy Optimization (WSO) algorithm, which efficiently solves this constrained problem. …”
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Enhancing Clustering Efficiency in Heterogeneous Wireless Sensor Network Protocols Using the K-Nearest Neighbours Algorithm by Abdulla Juwaied, Lidia Jackowska-Strumillo, Artur Sierszeń

“…All sensors in the network send and receive data from the base station (BS) using different routing protocols and algorithms. These routing protocols use two main types of clustering: hierarchical clustering and flat clustering. …”
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Research on Dynamic Stability of Slopes Under the Influence of Heavy Rain Using an Improved NSGA-II Algorithm by Bohu He, Xiuli Du, Mingzhou Bai, Jinwen Yang, Dong Ma

“…As an important connecting channel between cities, roads are one of the main elements in urban development infrastructure. …”
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An optimized feature selection using triangle mutation rule and restart strategy in enhanced slime mould algorithm by Ibrahim Musa Conteh, Gibril Njai, Abass Conteh, Qingguo Du

“…This paper proposes an improved feature selection method based on an improved Slime Mould Algorithm (SMA), called the Triangular Mutation Rule Restart Strategy Slime Mould Algorithm (TRSMA), to overcome some of the shortcomings of the SMA, including premature convergence, poor population diversity, and local optima entrapment. …”
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Optimization of Fuzzy Adaptive Logic Controller for Robot Manipulators Using Modified Greater Cane Rat Algorithm by Jian Sun, Shuyi Wu, Jinfu Chen, Xingjia Li, Ziyan Wu, Ruiting Xia, Wei Pan, Yan Zhang

“…The main innovation lies in integrating the improved MGCRA with FALC, which enhances the controller’s adaptability and performance. …”
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Reliability Analysis of a Direct Shear Test of Modified Iron Tailings Based on the Monte Carlo Algorithm by Ping Jiang, Jian Qian, Na Li

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Optimal Design of Voltage Reference Circuit and Ring Oscillator Circuit Using Multiobjective Differential Evolution Algorithm by Sandeep K. Dash, Bishnu Prasad De, Pravin K. Samanta, Bhargav Appasani, Rajib Kar, Durbadal Mandal, Nicu Bizon

“…The main objective of the CMOS voltage reference circuit is to minimize the voltage variation at the output. …”
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Use of weight measurement algorithm on the basis of moving average filter in the recorder of overhead crane operation parameters by A. N. Nazarov, S. D. Ivanov

“…The principle of operation of the proposed weight measurement algorithm is described. The algorithm consists of preliminary (determination of the dynamic process section suitable for weight measurement, calculation of the smoothing window length) and main stages (application of filter, calculation of mass and measurement error). …”
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Novel metrics and LSH algorithms for unsupervised, real-time anomaly detection in multi-aspect data streams by Samira Khodabandehlou, Alireza Hashemi Golpayegani

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Design Ultra-Compact Aspherical Lenses for Extended Sources Using Particle Swarm Optical Optimization Algorithm by Zhengbo Zhu, Shili Wei, Zichao Fan, Yiming Yan, Donglin Ma

“…This paper presents a global optimization algorithm specifically tailored for ultra-compact aspherical lens design problems for extended LED sources. …”
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ANALYZING THE EFFECT OF SIMILARITY FUNCTIONS ON PARTITIONING AROUND MEDOIDS ALGORITHM FOR MAPPING DHF DISEASE IN NORTH SUMATRA by Wahyu Nur Fadillah, Yulita Molliq Rangkuti, Ichwanul Muslim Karo Karo

“…The Partitioning Around Medoid (PAM) algorithm is commonly used to cluster DHF cases. The idea of PAM is a clustering algorithm with a similarity-based approach to grouping objects in one cluster. …”
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Root Crack Identification of Sun Gear in Planetary Gear System Combining Fault Dynamics with VMD Algorithm by Hongwei Fan, Yiqing Yang, Hongwei Ma, Xuhui Zhang, Xiang Wan, Xiangang Cao, Qinghua Mao, Chao Zhang, Qi Liu

“…A Variational Mode Decomposition (VMD) algorithm for the vibration frequency extraction is proposed. …”
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Selection Method of Cross-Border e-Commerce Export Logistics Mode Based on Collaborative Filtering Algorithm by Ying Yang

“…Secondly, a logistics selection model based on collaborative filtering algorithm is constructed, and the model is verified by a practical case of a specific export cross-border e-commerce company. …”
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