Efficient Machine Learning Model for DDoS Detection System Based on Dimensionality Reduction by Saad Ahmed Dheyab, Shaymaa Mohammed Abdulameer, Salama Mostafa

“…The principal component analysis (PCA) and the linear discriminant analysis (LDA) techniques perform the dimensionality reduction in individual and hybrid modes to process and improve the data. …”
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Enhanced DDPG algorithm for latency and energy-efficient task scheduling in MEC systems by Fei Zhou, Lihong Zhao, Xiaomei Ding, Shuqin Wang

“…The enhanced DDPG incorporates a soft update mechanism for target network parameters and an experience replay buffer to improve stability and training efficiency. A composite reward function, considering both latency and energy consumption, is designed and compared in linear and nonlinear forms. …”
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Efficient adsorption of amoxicillin onto silica nanoparticles synthesized from rice husks by Wael Y. Elnazer, Taha E. Farrag, Mokhtar S. Beheary, Ramadan A. Mansour

“…Desorption and reusability studies confirmed that acetone is the most efficient desorbing agent with 97.1% desorption efficiency. …”
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Hybridization of ADM-Type Rail Service Cars for Enhanced Efficiency and Environmental Sustainability by Ziyoda Mukhamedova, Ergash Asatov, Rustam Kuchkarbaev, Gulamova Madina, Dilbar Mukhamedova

“…This study introduces an innovative “sequence of linear sets–torsion electric motor–wheel pairs” design, optimizing torque distribution and power efficiency for improved operational reliability. …”
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AN EFFICIENT SPEECH GENERATIVE MODEL BASED ON DETERMINISTIC/STOCHASTIC SEPARATION OF SPECTRAL ENVELOPES by M. Taha, E. S. Azarov, D. S. Likhachov, A. A. Petrovsky

“…The paper presents a speech generative model that provides an efficient way of generating speech waveform from its amplitude spectral envelopes. …”
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Optimizing Solar Panel Efficiency: Integration of Dual Axis Solar Tracking and Reflectors by Alvin Rinaldi Wiharja, Levin Halim, Faisal Wahab

“…The dual-axis solar tracking method, using two linear actuators and optimized by fuzzy logic, efficiently positions solar panels for maximum sunlight exposure. …”
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Low-cost and high-efficiency automated tensiometer for real-time irrigation monitoring by Arthur C. Sanches, Christopher de O. Alves, Fernanda L. F. de Jesus, Fagner L. Theodoro, Thiago A. C. da Cruz, Eder P. Gomes

“…This study aimed to develop and calibrate a low-cost automated tensiometer with high efficiency in irrigation control, based on real-time monitoring. …”
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Silsesquioxane-Polythiophene Hybrid Copolymer as an Efficient Modifier for Single-Walled Carbon Nanotubes by Shuxi Gao, Xiaoyong Hu, Lei Zhang, Yuliang Mai, Hao Pang, Yongqiang Dai, Bing Liao

“…According to the exploration and characterization results, it was much more efficient at modifying SWNTs than its linear analogs in aqueous solution. …”
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A Bi-Objective Mixed-Integer Linear Programming Model for a Sustainable Agro-Food Supply Chain with Product Perishability and Environmental Considerations by Rana Azab, Rana S. Mahmoud, Rahma Elbehery, Mohamed Gheith

“…<i>Methods:</i> This article presents a multi-objective mixed-integer linear programing model that integrates agricultural-related strategic decisions into the tactical design of an agro-food supply chain. …”
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Efficient hardware error correction with hybrid on-offline configuration algorithm for optical processor by Zichao Zhao, Huihui Zhu, Qishen Liang, Haoran Ma, Ziyi Fu, Xingyi Jiang, Bei Chen, Yuehai Wang, Tian Chen, Yuzhi Shi, Jianyi Yang

“…Abstract Photonic neural networks (PNNs) have emerged as a promising platform for high-speed, parallel, and low-latency computing by harnessing the linear propagation of optical signals. However, scaling up PNNs faces significant challenges due to hardware errors caused by fabrication variations and environmental factors. …”
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An efficient multiscale simulation framework integrating dynamic heterogeneity for accurate waterflooding prediction by Li Wu, Junqiang Wang, Deli Jia, Jiqun Zhang, Ruichao Zhang, Yiqun Yan, Yanfang Yin, Shuoliang Wang

“…An improved multi-scale finite volume (IMsFV) method solves pressure equations on multi-scale grids, enhancing computational efficiency. SPE10 benchmark validation shows 95.07% reduction in total simulation time and 98.19% in linear solver time versus the fully implicit method, with errors < 5%. …”
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Memory-Efficient Batching for Time Series Transformer Training: A Systematic Evaluation by Phanwadee Sinthong, Nam Nguyen, Vijay Ekambaram, Arindam Jati, Jayant Kalagnanam, Peeravit Koad

“…This paper introduces a memory-efficient batching framework based on view-based sliding windows operating directly on GPU-resident tensors. …”
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EfficientTransformer: A Dynamic Anomaly Detection Model for Industrial Control Networks by Jinyang Liu, Guogang Wang, Xuejun Zong, Bowei Ning, Kan He

“…In this study, we propose a dynamic anomaly detection model for industrial control networks, named EfficientTransformer. The model uses a 1D Convolutional Neural Network (1D-CNN) to extract local features from the data, while a linear multi-head self-attention mechanism, replacing the traditional Transformer&#x2019;s multi-head attention mechanism, provides global learning capabilities. …”
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How Do Different Types of Environmental Regulations Affect Green Innovation Efficiency? by Hui Li, Chuandang Zhao, Xiaoying Tang, Jiawei Cheng, Guanyang Lu, Yang Gu, Zhiyue Zhang, Yang Liu

“…To effectively improve green innovation efficiency through environmental regulations, it is urgent to better understand the impact of different environmental regulations on green innovation efficiency (GIE). …”
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Extending Conflict-Based Search for Optimal and Efficient Quadrotor Swarm Motion Planning by Zihao Wang, Zhiwei Zhang, Wenying Dou, Guangpeng Hu, Lifu Zhang, Meng Zhang

“…Inspired by the decentralized planning and centralized conflict resolution ideas of CBS, we propose, for the first time, an optimal and efficient UAV swarm motion planner that integrates state lattice with CBS without any underlying assumption, named SL-CBS. …”
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Effect of using bolus on the efficiency of the 3DCRT of the breast cancer after mastectomy by Iman Ghali Hassan, Nabaa Abdulateef Rasheed Naji, Hadeel Kamil Abdullah

“… Objectives: To assess the effect of using bolus on the efficiency of three-diensional conformation radiation treatment of breast cancer post-mastectomy. …”
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System Modelling to Optimize the Number of Production of Men's Bags and Women's Bags to Obtain Maximum Profit in ABC Karawang Convection using Linear Programming by Ni Wayan Puji Efpryani Wayan

“…The research method applied is Linear Programming using the Simplex approach, implemented through the CPLEX Solver software. …”
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Toward Better Accuracy-Efficiency Tradeoffs for Oriented SAR Ship Object Detection by Moran Ju, Buniu Niu, Mulin Li, Tengkai Mao, Si-nian Jin

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Response Surface Methodology for Modelling and Optimizing Efficiency in Deep Well Pumping Systems by Nuri Orhan, Murat Çavuşlar, Meki Solmaz, Muhammet Emre Erdem

“…Regression and variance analysis techniques have been successfully employed to evaluate the relationship between input factors (input pressure and power drawn from the grid) and responses (system efficiency and flow rate). ANOVA analysis has been used to examine the effects of linear and quadratic terms, and the results have shown that pressure and power drawn from the grid have a significant effect on pump system efficiency. …”
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The High-Efficiency Degradation of Multiple Mycotoxins by Lac-W Laccase in the Presence of Mediators by Mengshuang Jia, Xiaohu Yu, Kun Xu, Xiaodan Gu, Nicholas J. Harmer, Youbao Zhao, Yuqiang Xiang, Xia Sheng, Chenglong Li, Xiang-Dang Du, Jiajia Pan, Wenbo Hao

“…Including redox mediators increased the Lac-W degradation efficiency drastically, and completely degraded AFB₁ and ZEN within one hour. …”
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