Policy-aware Optimization-based Modeling of Autonomous Vehicles’ Longitudinal Driving Behavior by Hashmatullah Sadid, Constantinos Antoniou

“…The findings of this research reveal that safety could potentially be improved by optimized values of the CF model. For each policy where a higher weight is allocated to safety, generated optimized parameters significantly enhance safety as well as efficiency. …”
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Advanced Optimization of Flowshop Scheduling with Maintenance, Learning and Deteriorating Effects Leveraging Surrogate Modeling Approaches by Nesrine Touafek, Fatima Benbouzid-Si Tayeb, Asma Ladj, Riyadh Baghdadi

“…The second strategy introduces three variants, each incorporating a Q-learning-based operator in the selection mechanism and a different evolution control mechanism, where the Kriging model is employed to approximate the fitness of generated offspring. …”
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Energy Efficiency Optimization Design for Cycle Position Servo PMSM Based on Operating Energy Consumption Model by Bin Yuan, Hui Li, Xuewei Xiang, Hao Zhou

“…Combined with the physical analytical model of mechanical power and friction, a data-model driven precise model is established, enabling quantitative evaluation of the cycle energy consumption with different PMSM design schemes; then, taking cycle operating energy consumption and peak torque as optimization objectives, the optimal Latin hypercube sampling method is employed to generate finite element optimization data samples. …”
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Application of metagenomic next-generation sequencing in the diagnosis of post-stroke infections: a case series study using multiple sample types by Xiaopu Chen, Yong Liang, Wei Yang, Wenzhen He, Zhiqiang Xing, Shunxian Li, Shaoyu Cai, Jiping Fu, Xiaotang Peng, Manli Chen, Jiaming Wu

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Modeling and optimization of renewable hydrogen systems: A systematic methodological review and machine learning integration by M.D. Mukelabai, E.R. Barbour, R.E. Blanchard

“…One promising way of reducing the costs is optimization. Optimization generally involves finding the configuration of the renewable generation and hydrogen system components that maximizes return on investment. …”
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Process Optimization and Properties Analysis of ι-Carrageenan via Homogeneous Extraction at Low Alkaline Concentration by Xiaoju LONG, Xinyi WANG, Qiong XIAO, Fuquan CHEN, Huifen WENG, Jun CHEN, Qiuming YANG, Anfeng XIAO

“…The gel strength was used as the main evaluation index to optimize the extraction conditions of ι-carrageenan. …”
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An optimized domain-specific shrimp detection architecture integrating conditional GAN and weighted ensemble learning by L. Ravi Kumar, Ravi Kumar Tata, T. R. Mahesh, Endris Mohammed Ali

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Technology and optimization of preparation and regeneration of protoplasts from rice sheath blight fungus Rhizoctonia solani by KONG Dandan, QUE Yawei, YAN Xia, LI Ya, CHEN Weiliang, WANG Zhengyi

“…The number of released protoplasts was counted by using haemocytometer under microscopy. The optimal concentration of lytic enzymes for the generation of protoplasts was determinated and the conditions to obtain and regenerate protoplasts of the fungus were also optimized.Among the seven tested lytic enzymes, Glucanex was the most suitable enzyme for the digestion of R. solani GD-118 cell wall. …”
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Interpretability-Oriented Adjustment of K-Means: A Multiple-Objective Particle Swarm Optimization Framework by Liang Chen, Leming Sun, Caiming Zhong

“…Subsequently, the model utilizes a multi-objective optimization framework to optimize the three objective functions in the solution space formed by different feature subspaces, resulting in a set of Pareto solutions. …”
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An intelligent stochastic optimization approach for air cargo order allocation under carbon emission constraints. by Zhenzhong Zhang, Ling Zhang, Deqiang Fu, Weichun Li

“…The method finds the optimal solution through an improved adaptive large-scale neighborhood search algorithm and uses a scenario generation technique to generate the scenarios required for evaluating candidate solutions to the high-dimensional stochastic optimization problem. …”
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Improved Snake Optimization and Particle Swarm Fusion Algorithm Based on AUV Global Path Planning by Haobo Jiang, Xinghong Kuang

“…To evaluate ISO’s optimization performance, by minimizing the fitness value, the optimization outcomes are contrasted with those of five different algorithms. …”
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Load Frequency Control Optimization for Hydroelectric Systems Based on Type-II Fuzzy Deep Learning by Ghanshyam G. Tejani, Sumit Kumar

“…The proposed schema can be used in different designations for both diesel generators and mini-hydropower systems at low stream flow. …”
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A coordinated optimization model for analysis of electric vehicle acceptance capacity considering compensation units by Sheng Chen, Honglue Zhang, Zhiqi Chen, Shousong Li, Tongfu Fu, Yunyun Sui

“…Additionally, the paper examines the impact of various system expansion strategies on the acceptance capacity, considering the aggregation of different units. The results indicate that energy storage systems (ESSs) and static var generators (SVGs) exert the most significant influence on the network’s ability to accommodate EV charging loads.…”
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Optimizing Rice Plant Disease Classification Using Data Augmentation with GANs on Convolutional Neural Networks by Tinuk Agustin, Indrawan Ady Saputro, Mochammad Luthfi Rahmadi

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Operation Optimization of a Combined Heat and Power Plant Integrated with Flexibility Retrofits in the Electricity Market by Hongjin Chen, Jiwei Song

“…The profit improvement stems from reduced coal consumption and enhanced heating capacity, enabling better power generation optimization. Furthermore, the study evaluates the profitability under different retrofit combinations. …”
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Unveiling global flood hotspots: Optimized machine learning techniques for enhanced flood susceptibility modeling by Mahdi Panahi, Khabat Khosravi, Fatemeh Rezaie, Zahra Kalantari, Jeong-A. Lee

“…This study assessed the efficiency of three machine learning approaches, including support vector regression (SVR) and its optimized versions through combination with grey wolf optimizer (GWO) and whale optimization algorithm (WOA), in generating accurate flood susceptibility maps at a global scale. …”
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An Improved Human Evolution Optimization Algorithm for Unmanned Aerial Vehicle 3D Trajectory Planning by Xue Wang, Shiyuan Zhou, Zijia Wang, Xiaoyun Xia, Yaolong Duan

“…Experimental comparative research on three different terrain environments and five traditional algorithms shows that the IHEOA not only exhibits excellent performance in terms of convergence speed and precision but also generates superior paths while demonstrating exceptional global optimization capability and robustness in complex environments. …”
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A study of morpho-phonological processes in the Zanjani dialect of Azerbaijani Turkish based on optimality theory by farnaz ebadi, Mohammad Reza Oroji, Sakine Jafari, Mehri Talkhabi

“…(McCarthy, 2008: 19):     Generator  Evaluator   Input →                                → Candidates →                              →  Output Optimal Theory Model (McCarthy, 2002: 10) In order to show the function of GEN and EVAL, Optimality Theory utilizes the tables labeled as tableau. …”
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Performance Evaluation of Hybrid System (PV/ Wind/ Battery) Integrated with Smart Grids by Ahmed Yahia Yaseen

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Symbolic Framework for Evaluation of NOMA Modulation Impairments Based on Irregular Constellation Diagrams by Nenad Stefanovic, Vladimir Mladenovic, Borisa Jovanovic, Ron Dabora, Asutosh Kar

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