Combining Feature Dimensionality Reduction and NGO-CNN-BiLSTM′s Network Abnormal Traffic Detection Method in Recruitment Intelligence Platform by YUAN Xiaopeng, MIAO Sirui, ZHANG Qiaojun

“…The CIC-IDS-2017 data set is used to analyze the training and test samples of the intrusion detection network model, and the accuracy and training time are improved compared with other methods, which confirms the feasibility and effectiveness of this method.…”
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Travel time prediction for an intelligent transportation system based on a data-driven feature selection method considering temporal correlation by Amirreza Kandiri, Ramin Ghiasi, Maria Nogal, Rui Teixeira

“…Results show that OA2DD improves the convergence curve and reduces the number of selected features by up to 50 %, leading to a 56 % reduction in computational costs. Furthermore, using the selected features from OA2DD, reduced the prediction error by up to 29 % compared to the full feature set and other feature selection methods, demonstrating the method's effectiveness and robustness.…”
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Research on Fault Diagnosis Method of High-Speed EMU Air Compressor Based on ICEEMDAN and Wavelet Threshold Combined Noise Reduction by Liqiang Peng, Akang Guo, Shuzhao Zhang

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Can “energy-saving and emission reduction” demonstration city pilot alleviate carbon inequality in Chinese cities? by Yong Fang, Minghao Li, Xueyan Chen, Chuyuan Wang

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Optimal System, Reductions, and Conservation Laws of a Nonlinear Damped Klein-Gordon- Fock Equation by Faiza Arif, F. M. Mahomed, F. D. Zaman, M. T. Mustafa

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Experimental Investigation of Heat Transfer Characteristics of Louver and Wavy Fin Heat Exchangers of AHU using New Data Reduction Method by Wu Pengzhan, Gu Bo, Zeng Weijie

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A Study on the Determination Method of the Gear Reduction Ratio for Electric Trains Considering Drive Shaft Relative Damage and Motor Efficiency by Soonhyun Kwon, Jongbok Jeong, Dongkyeom Kim, Wonsik Lim

“…This study presents a method for determining the optimal gear ratio in electric trains by examining the effects of motor efficiency, wheel wear, and relative damage to the input and output shafts of the reduction gear. …”
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Reducing Impulse Noise in Images Using an Improved Formula Conjugate Gradient Method by Basim A. Hassan, Yousif Ali Mohammed

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Comparison of Liquefaction Damage Reduction Performance of Sheet Pile and Grouting Method Applicable to Existing Structures Using 1-G Shaking Table by Jong-Chan Yoon, Su-Won Son, Jin-Man Kim

“…This study forms a basis for developing a liquefaction-damage reduction method applicable to existing structures in the future.…”
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Stepwise Segmented Skewed Pole Modulation Vibration Reduction Design for Integer-Slot Motors by Huawei Wu, Shaokang Lu, Xiaoyuan Zhu, Weiye Li, Jianping Peng

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3D Multi-Domain MFS Analysis of Sound Pressure Level Reduction Between Connected Enclosures by Luıs GODINHO, Fernando G. BRANCO, Paulo AMADO MENDES

“…Different boundary conditions are ascribed to the walls of these rooms, simulating both the completely reflecting and partially absorbing surfaces. The numerical modelling was performed using a multi-domain formulation of the Method of Fundamental Solutions (MFS). …”
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The potential health impact and healthcare cost savings of different sodium reduction strategies in Canada by Nadia Flexner, Amanda C. Jones, Ben Amies-Cull, Linda Cobiac, Eduardo Nilson, Mary R. L’Abbe

“…Methods We used the PRIMEtime model, a proportional multi-state lifetable model. …”
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N-Dimensional Reduction Algorithm for Learning from Demonstration Path Planning by Juliana Manrique-Cordoba, Miguel Ángel de la Casa-Lillo, José María Sabater-Navarro

“…This paper presents an <i>n</i>-dimensional reduction algorithm for Learning from Demonstration (LfD) for robotic path planning, addressing the complexity of high-dimensional data. …”
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Study on load reduction and vibration control strategies for semi-submersible offshore wind turbines by Dongxiao Bai, Bing Wang, Yinsheng Li, Wancheng Wang

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Nutrition literacy and salt reduction measures: a mediating role of salt reduction intention by Xiaoting Hu, Yuhui Sun, Xi Tian, Huaqing Liu

“…A binary logistic regression model was applied to calculate the odds ratio (OR) and 95% confidence interval (CI) for this association.ResultsOverall, 50.7% of participants indicated implementing salt reduction measures, with 32.5% indicating a strong intention to do so. …”
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Energy Pulsation Reduction in Modular Multilevel Converters Using Optimized Current Trajectories by Dennis Braeckle, Patrick Himmelmann, Lutz Groll, Veit Hagenmeyer, Marc Hiller

“…In the present paper, in order to minimize this total capacitance, first a new method is developed to model the system, and second, by help of this model, optimal current trajectories are calculated. …”
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MASTER SLAVE UNIT FOR VEHICLE TO EVERYTHING COMMUNICATION WITH GROUP KEY MANAGEMENT FOR TRAFFIC CONGESTION REDUCTION by Spandana Mande, Nandha Kumar Ramachandran

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Enhanced Semantic Retrieval with Structured Prompt and Dimensionality Reduction for Big Data by Donghyeon Kim, Minki Park, Jungsun Lee, Inho Lee, Jeonghyeon Jin, Yunsick Sung

“…The framework transforms unstructured partial prompts into structured semantically coherent partial prompts, leveraging element-specific embedding models and dimensionality reduction techniques, such as principal component analysis. …”
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Combined Method of Ballastless Track Examination by A. V. Savin

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A Multi-Point Moment Matching Approach with Frequency-Aware ROM-Based Criteria for RLCk Model Order Reduction by Dimitrios Garyfallou, Christos Giamouzis, Nestor Evmorfopoulos

“…Model order reduction (MOR) is crucial for efficiently simulating large-scale RLCk models extracted from modern integrated circuits. …”
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