AI-Based Load Balancing Using Decision Tree Regressor for Parallel Matrix Computation in Cloud Environments by Lina Sarkawt Hiwa, Zryan Najat Rashid

“…All critical performance measures were found to be significantly improved by the AI-based methodology, with the total execution time reduced from 7,060 milliseconds to 1,000 milliseconds; network latency was also reduced to 5.12 ms, down from 214 ms; and the method reduced the overall use of CPU by 33% and overall use of memory by more than 85%. These findings confirm that intelligent, data-driven load balancing offers superior scalability, responsiveness, and efficiency for cloud-based parallel processing systems. …”
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DOA Estimation by Feature Extraction Based on Parallel Deep Neural Networks and MRMR Feature Selection Algorithm by Ashwaq Neaman Hassan Al-Tameemi, Mahmood Mohassel Feghhi, Behzad Mozaffari Tazehkand

“…In parallel, the proposed model extracts spatial and temporal features using a convolution neural network (CNN) and long short-term memory (LSTM). …”
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Structural Analysis and Improvement Design of Brake Pressure Valve Feedback Stage in Multivalve Parallel Brake System by Zhi-peng Huang, Bin Yu, Yun-he Wang, Qi-wei Zhang, Yan Xie, Zuo-jian Xie, Xiang-dong Kong

“…Thirdly, the dynamics model of the proposed two-stage brake pressure servo valve is established, and the simulation model of the brake pressure servo valve-controlled cylinder system and the multivalve parallel brake servo control system is built. Finally, experiments are carried out on the experimental platform of a multivalve parallel brake system to verify that the proposed two-stage pressure servo valve can restrain the vibration of the system more effectively than the original brake pressure servo valve. …”
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The modeling of two-dimensional vortex flows in a cylindrical channel using parallel calculations on a supercomputer by I. G. Lebo, I. V. Obruchev

“…Results. Two methods of parallelization when solving a system of equations were considered. …”
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Minor variant detection in amplicons using 454 massive parallel pyrosequencing: experiences and considerations for successful applications by Ina Vandenbroucke, Herwig Van Marck, Peter Verhasselt, Kim Thys, Wendy Mostmans, Stéphanie Dumont, Veerle Van Eygen, Katrien Coen, Marianne Tuefferd, Jeroen Aerssens

“…Ultra-deep sequencing (UDS) of amplicons is a major application for next-generation sequencing tech nologies, even more so for the 454 Genome Sequencer FLX. Especially for this application, errors that might be introduced during any of the sample processing or data analysis steps should be avoided or at least recognized, as they might lead to aberrant sequence variant calling. …”
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A Lightweight Ultrasound Image Denoiser Using Parallel Attention Modules and Capsule Generative Adversarial Network by Anparasy Sivaanpu, Kumaradevan Punithakumar, Kokul Thanikasalam, Michelle Noga, Rui Zheng, Dean Ta, Edmond H.M. Lou, Lawrence H. Le

“…Moreover, experiments showed that the proposed approach is lightweight and more than twice as fast as similar denoisers.…”
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Parallel Local and Global Context Modeling of Deep Learning-Based Monaural Speech Source Separation Techniques by Swati Soni, Lalita Gupta, Rishav Dubey

“…These values help our models to separate the speaker signals more accurately. We have conducted the experiments on Libri2mix and Libri3mix datasets. …”
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A parallel course and a common fate? Demographic trends in the insular population of Greece, 1991-2018 by Konstantinos N. Zafeiris, Georgios Kontogiannis

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An ANN-Based Synthesis Model for Parallel Coupled Microstrip Lines with Floating Ground-Plane Conductor and Its Applications by Yuan Cao, Zhongbao Wang, Shaojun Fang

“…To directly obtain physical dimensions of parallel coupled microstrip lines with a floating ground-plane conductor (PCMLFGPC), an accurate synthesis model based on an artificial neural network (ANN) is proposed. …”
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A New Approach Based on the Learning Effect for Sequence-Dependent Parallel Machine Scheduling Problem under Uncertainty by Maryam Ebrahimi, Parviz Dinari, Mohamad Samaei, Rouhollah Sohrabi, Soheil Sherafatianfini

“…In this research, a mathematical model for scheduling the parallel machines in terms of job degradation and operator learning is presented. …”
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Efficient Investigation of Rock Crack Propagation and Fracture Behaviors during Impact Fragmentation in Rockfalls Using Parallel DDA by Lu Zheng, Yihan Wu, Wei Wu, Hong Zhang, Xinyan Peng, Xuelue Zhang, Xuezhen Wu

“…In the analysis process, the computational efficiency is critical because the mesh must be very dense to make crack propagation more realistic. Thus, parallel DDA using OpenMP is applied. …”
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A Two-Level Parallel Incremental Tensor Tucker Decomposition Method with Multi-Mode Growth (TPITTD-MG) by Yajian Zhou, Zongqian Yue, Zhe Chen

“…The former can count the non-zero elements in a parallel manner and use dynamic programming to partition sub-tensors, which ensures more uniform task allocation. …”
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Few-shot bearing fault diagnosis method based on an EEMD parallel neural network and a relation network by Cunsheng Zhao, Bo Tong, Chao Zhou, Qingrong Fan

“…First, the original bearing fault vibration signal was decomposed by EEMD, while the decomposed signal components were processed via Short Time Fourier Transfor (STFT) to obtain a two-dimensional time-frequency feature map. Then, a parallel neural network was used for initial fault feature extraction, after which the extracted features were fused to construct a more accurate multi-dimensional fault feature map. …”
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On the equivalence of characteristics and specularity in the construction of traditional and MIMO radars with a parallel view of space based on antenna arrays by B. M. Vovshin, A. A. Pushkov, E. M. Khalturina

“…Objectives. In recent years, more and more attention has been paid in radar theory and practice to the development of multiple-input and multiple-output (MIMO) radar, which offers a number of advantages over traditional radar based on phased antenna arrays (PAAs). …”
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Research on High-Frequency Modification Method of Industrial-Frequency Smelting Transformer Based on Parallel Connection of Multiple Windings by Huiqin Zhou, Xiaobin Yu, Wei Xu, Weibo Li

“…The topology of multiple cores and three windings in parallel enables several independent secondary stages to share the large current of 3000 A level uniformly, eliminating the local overheating and current imbalance; the combination of high-frequency rectification and phase-shift control strategy enhances the input power factor to more than 0.95 and cuts down the grid-side harmonics remarkably. …”
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An open-source parallel topology optimization framework based on unstructured 3D FEA using PETSc and Eigen by Yu Wang, Renfu Li, Kun Wang

“…This paper presents an open-source framework based on unstructured meshes for three-dimensional large-scale parallel topology optimization using PETSc and Eigen, which is easy to use and expand. …”
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Using SABC Algorithm for Scheduling Unrelated Parallel Batch Processing Machines Considering Deterioration Effects and Variable Maintenance by Ziyang Ji, Jabir Mumtaz, Ke Ke

“…This paper investigates the problem of processing jobs on unrelated parallel batch machines, taking into account job arrival times, machine deterioration effects, and variable preventive maintenance (VPM). …”
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Evaluation of esthetics, pain scores, and prognosis of modified paralleling technique for high frenal attachment: A case series by Swastik Mishra, Aditi Chopra

“…The present case series highlights a novel frenectomy technique involving a modification of the paralleling technique for frenal correction.…”
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Experimental Investigation on Flow Boiling and Pressure Drop of R1233zd (E) in Cold Plate with Parallel Channels by Wang Yuchen, Fang Yidong, Su Lin, Yang Wenliang, Zhang Zhao

“…As a critical component of two-phase cooling systems, the pressure drop characteristics of refrigerants in cold plates with parallel channels significantly affect their heat-transfer performance. …”
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Effects of Application-Based Information Provision on Parents' Health Literacy: An Open-Label, Nonrandomized, Parallel-Controlled Trial by Masahiko Sakamoto, Asuka Suzuki, Hirono Ishikawa

“…Background In recent years, parents have had more opportunities to use applications (apps) to access health care information. …”
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