Physics Informed Neural Networks for Modeling Large-Scale Wind Driven Ocean Circulation by Boohyun An, Mohammad Z. Shanti, Chan Yeob Yeun, Ernesto Damiani, Sungmun Lee, Tae-Yeon Kim

“…The architecture of the neural network was systematically optimized through hyperparameter tuning, including the selection of optimizers, activation functions, network configurations, and learning rate schedulers to ensure stable convergence and minimize fluctuations in training loss. …”
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Simulation-Based Sensor Location Model for Arterial Street by Qinxiao Yu, Ning Zhu, Geng Li, Shoufeng Ma

“…Therefore, it is necessary to optimize sensor placement to maximize various benefits. …”
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Adaptive Fringe Projection for 3D Shape Measurement with Large Reflectivity Variations by Using Image Fusion and Predicted Search by Wei Feng, Shaojing Tang, Xiaodong Zhao, Guodong Sun, Daxing Zhao

“…The multiple mask images are fused to obtain the required saturation threshold, and the interpolated prediction search algorithm is used to calculate the optimal projection gray-level intensity. Then, the projection intensity is reduced to achieve coordinate matching in the unsaturated condition, and the adaptive digital fringes with the optimal projection intensity are subsequently projected for phase calculation by using the heterodyne multifrequency phase-shifted method. …”
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Unlocking academic success: the impact of teaching strategies, instructor support, and student innovation on learning outcomes in public administration by Waiphot Kulachai, Khwanta Benchakhan, Patipol Homyamyen

“…Notably, student innovation did not mediate the relationship between teaching methods and learning outcomes, suggesting the need to explore other factors, like motivation or an optimal learning environment. Educators are encouraged to integrate simulations, group projects, and strong instructor support to enhance engagement and creativity, while institutions should invest in professional development and inclusive curricula to optimize learning outcomes. …”
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CO2 Capture by Using a Membrane-absorption Hybrid Process in the Nature Gas Combined Cycle Power Plants by Wenfeng Dong, Mengxiang Fang, Tao Wang, Fei Liu, Ningtong Yi

“…Abstract This study’s main objective was to optimize the design parameters of the hybrid membrane-absorption CO2-capture process in natural gas steam cycle (NGCC) power plants. …”
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Synthesis of Ruthenium Complex Based on 2,6-Bis(1-(phenyl)-1H-benzo[d]imidazol-2-yl)pyridine and 2-(1-Phenyl-1H-benzo[d]imidazol-2-yl)benzoate and Catalytical Oxidation Property of... by Shenggui Liu, Rongkai Pan, Guobi Li, Wenyi Su, Chunlin Ni

“…Influence of temperature and catalyst amount on the oxidation reaction was evaluated. The reaction optimal conditions are as follows: molar ratio of catalyst to substrate to H2O2 is 1 : 1000 : 3000, the proper reaction temperature is 50°C and reaction time lasts 5 h, and the isolated yield of 1-(1H-benzo[d]imidazol-2-yl)ethanol to 1-(1H-benzo[d]imidazol-2-yl)ethanone under the optimal reaction conditions is 57%.…”
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One-step depositing method of PAni/MnO2 composites for enhanced supercapacitor performance by Shuang Xi, Xiaoli Qian, Ximing Cheng, Huilong Liu, Homa Shabanzadeh, Davoud Dastan

“…With optimized synergistic effects between the components, the PAni/MnO2@CC composite electrode exhibits high specific capacitance of 1,694.25 mF cm−2 at 1 mA cm−2, which is remarkably better than that of PAni@CC, MnO2@CC, and other reported PAni-based electrodes. …”
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A Combination of Extended Fuzzy AHP and Fuzzy GRA for Government E-Tendering in Hybrid Fuzzy Environment by Yan Wang, Chengyu Xi, Shuai Zhang, Dejian Yu, Wenyu Zhang, Yong Li

“…This paper firstly investigates the potentiality of employing fuzzy analytic hierarchy process (AHP) along with fuzzy gray relational analysis (GRA) for optimal selection of candidate tenderers in GeT process with consideration of a hybrid fuzzy environment with incomplete weight information. …”
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Tool life in Turning Processes: Effect of Lubricants with a small amount of Graphite as Cutting Fluid by Agus Sutanto, Ismet Hari Mulyadi, Farchan - Vernando

“…This study aims to determine the effect of various lubricant-based cutting fluid parameters to produce an optimal tool life in turning operations. This research does not use coolant as a cooling fluid, but as a lubricant with the addition of a small amount of graphite (solid lubricant) at a minimum quantity condition. …”
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A Novel MEGNet for Classification of High-Frequency Oscillations in Magnetoencephalography of Epileptic Patients by Jun Liu, Siqi Sun, Yang Liu, Jiayang Guo, Hailong Li, Yuan Gao, Jintao Sun, Jing Xiang

“…To the best of our knowledge, this is the first time that a neural network has been used to detect HFOs in MEG. After optimized configuration, the accuracy, precision, recall, and F1-score of the proposed detector reached 94%, 95%, 94%, and 94%, which were better than other classical machine learning models. …”
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Profit Maximization Model with Fare Structures and Subsidy Constraints for Urban Rail Transit by Qing Wang, Paul Schonfeld, Lianbo Deng

“…The major results consist of optimized solutions for decision variables, i.e., the fares and train headways, as well as subsidies to the operator. …”
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Efficacy evaluation of contemporary and alternative medicine in managing diabetes mellitus: A review by E. G. Moke, Peace Onyilo, Emuesiri Umukoro, Ejiro Awhin, Benneth Ben-Azu, Jerome Asiwe, Sinodukoo Okafo, Jacinta Apitikori-Owumi, Tochukwu Nduka, Fumnanya Emeka, Nkechi Isibor

“… Diabetes mellitus poses a significant global health burden, and achieving optimal glycemic control is crucial in preventing complications. …”
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Chitosan Micro/Nanocapsules in Action: Linking Design, Production, and Therapeutic Application by Yaride Pérez-Pacheco, Bartosz Tylkowski, Ricard García-Valls

“…This review relays a summary of chitosan functionalization and tailoring to optimize drug release. The potential to customize chitosan for different environments and therapeutic uses introduces opportunities for drug encapsulation and release. …”
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Cystic Form of Duodenal Dystrophy (Clinical Case) by D. E. Okonskaya, Kh. H. Ayvazyan, Yu. A. Stepanova, A. V. Zhao, E. A. Sokolova

“…Pancreatoduodenal resection is the optimal surgical intervention for the combination of cystic form of duodenal dystrophy with sub-/decompensated duodenal stenosis.…”
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Nonlinear time series prediction algorithm based on AD-SSNET for artificial intelligence–powered Internet of Things by Banteng Liu, Wei Chen, Meng Han, Zhangquan Wang, Ping Sun, Xiaowen Lv, Jiaming Xu, Zegao Yin

“…This article proposes a nonlinear time series prediction algorithm based on the Small-World Scale-Free Network after the AIC-Optimized Subtractive Clustering Algorithm (AIC-DSCA-SSNET, AD-SSNET) to predict the nonlinear and unstable time series, which improves the prediction accuracy. …”
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Identifying, Evaluating and Ranking Effective Factors in Improving the Quality of War Tourism in Iran (Rahyan Noor Travels) by Mohammad Ghasemi, Mohammad Mehdi Mohtadi

“…Findings: According to the results, optimizing camp time has been selected as the first and most crucial factor, with a relative proximity index of 0.53467. …”
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Complex Dynamics Analysis of Closed-Loop Supply Chain considering CSR and Fairness Concerns by Fei Zhang, Zhimin Hu, Yunzhong Yang, Xiaogang Ma

“…The manufacturer’s CSR and the recycler’s fairness concerns are introduced to the benchmark model in turn, and the optimal decision-making problems under different models are studied and compared. …”
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A Trial-and-Error Method with Autonomous Vehicle-to-Infrastructure Traffic Counts for Cordon-Based Congestion Pricing by Zhiyuan Liu, Yong Zhang, Shuaian Wang, Zhibin Li

“…This study proposes a practical trial-and-error method to solve the optimal toll design problem of cordon-based pricing, where only the traffic counts autonomously collected on the entry links of the pricing cordon are needed. …”
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CLOUD TECHNOLOGIES IN THE PERSONNEL MANAGEMENT SYSTEM by D. Zakharov

“…With the help of cloud technologies organization can optimize the features to attract, retain and develop staff and thus a more efficient implementation of personnel management policies.…”
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NON-METALLIC IMPURITIES AND FORMING OF THE STRUCTURE OF THE MODIFIED HIGH-MANGANESE STEEL by A. I. Garost

“…The composition and morphology of chemical associations (non-metallic impurities and other ‘‘secondary” phases) at modification of high-manganese steel by nitrogen and nitrideforming elements (vanadium) are investigated. The optimal compositions of steel for production of castings are offered. …”
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