Parallel Net: Frequency-Decoupled Neural Network for DOA Estimation in Underwater Acoustic Detection by Zhikai Yang, Xinyu Zhang, Zailei Luo, Tongsheng Shen, Mengda Cui, Xionghui Li

“…Further validation on the SWellEx-96 experiment confirms the model’s effectiveness in detecting single-frequency sources under wideband interference. Parallel Net exhibits superior sidelobe suppression and fewer spurious peaks compared to CBF, achieves higher accuracy than MUSIC, and produces smoother and more continuous DOA trajectories than conventional neural network models.…”
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Modelling reveals novel roles of two parallel signalling pathways and homeostatic feedbacks in yeast by Jörg Schaber, Rodrigo Baltanas, Alan Bush, Edda Klipp, Alejandro Colman‐Lerner

“…The best approximating model also indicated that homoeostatic adaptive systems with two parallel redundant signalling branches show a more robust and faster response than single‐branch systems. …”
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An improved lightweight tongue segmentation model with self-attention parallel network and progressive upsampling by Xuan Wang, Yifang Cao, Yijia Chen, Huixia Li, Aiqing Han, Yan Tang

“…The PAPU_TonSeg model accurately segments tongue body details, such as tooth marks, and distributes attention more evenly, capturing both global and local features. …”
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Dynamic response of twin parallel tunnels in unsaturated soil under metro train loadings by Yiyang Liu, Guocai Wang, Yonger Ji, Siyu Jin, Tianshi Wan

“…Analyzing the dynamic responses of double-line parallel tunnels under arbitrary saturation conditions facilitates more accurate prediction of metro train loading effects on soil behavior and provides critical guidance for tunnel design optimization.…”
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A three parallel branches harmonic model with adaptive capability of operating state variation by Youhang Yang, Shaorong Wang, Jiaxuan Ren, Yao Guo, Siyuan Chen, Mingming Shi, Xian Zheng

“…The wide application of power electronic equipment has exacerbated the harmonic distortion in power systems. More accurate harmonic models are urgently needed to evaluate and mitigate harmonic issues. …”
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Enhancing computational efficiency in solving Knapsack problem: insights from algorithmic parallelization and optimization by Bashar Bin Usman, Okeyinka Aderemi Elisha, Ibrahim Abdullahi, Idris Rabiu, Adamu Isah, Abdulganiyyu Abdulrahman

“…Our methodology involved utilizing advanced Parallelization techniques to accelerate the implementation of loop-based optimization algorithms by distributing tasks across multiple processing units concurrently. …”
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Enabling Parallel Performance and Portability of Solid Mechanics Simulations Across CPU and GPU Architectures by Nathaniel Morgan, Caleb Yenusah, Adrian Diaz, Daniel Dunning, Jacob Moore, Erin Heilman, Evan Lieberman, Steven Walton, Sarah Brown, Daniel Holladay, Russell Marki, Robert Robey, Marko Knezevic

“…As constitutive models grow more complex and simulations scale up in size, harnessing the capabilities of modern computer architectures has become essential for achieving timely results. …”
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ZenLDA: Large-Scale Topic Model Training on Distributed Data-Parallel Platform by Bo Zhao, Hucheng Zhou, Guoqiang Li, Yihua Huang

“…We propose an LDA training system named ZenLDA, which follows a generalized design for the distributed data-parallel platform. The novelty of ZenLDA consists of three main aspects: (1) it converts the commonly used serial Collapsed Gibbs Sampling (CGS) inference algorithm to a Monte-Carlo Collapsed Bayesian (MCCB) estimation method, which is embarrassingly parallel; (2) it decomposes the LDA inference formula into parts that can be sampled more efficiently to reduce computation complexity; (3) it proposes a distributed LDA training framework, which represents the corpus as a directed graph with the parameters annotated as corresponding vertices and implements ZenLDA and other well-known inference methods based on Spark. …”
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MRI-PATHOLOGICAL PARALLELS WITH THE COMPLETE TUMOR RESPONSE TO NEOADJUVANT CHEMORADIATION TREATMENT OF RECTAL CANCER by T. P. Berezoskaya, S. A. Mozerov, Ya. A. Dayneko, A. A. Nevolskikh, Z. N. Shavladze, S. A. Ivanov, A. D. Kaprin

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Square a Multi-Digit Number on 8 Processors in a Parallel Computational Model by Andrii Tereshchenko

“…The proposed method can be used recursively and is convenient for parallelization, which increases its range of effective use. …”
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«Pugnam fugientum more petebant». Flaminius' march to Lake Trasimene between epic and historiography by Luigi Maria Guerci

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A Distributed Parallel Genetic Algorithm of Placement Strategy for Virtual Machines Deployment on Cloud Platform by Yu-Shuang Dong, Gao-Chao Xu, Xiao-Dong Fu

“…The cloud platform provides various services to users. More and more cloud centers provide infrastructure as the main way of operating. …”
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Privacy-Preserving Location-Based Query Using Location Indexes and Parallel Searching in Distributed Networks by Cheng Zhong, Lei Liu, Jing Zhao

“…This algorithm utilizes the location indexes of the users and multiple parallel threads to search and select quickly all the candidate anonymous sets with more users and their location information with more uniform distribution to accelerate the execution of the temporal-spatial anonymous operations, and it allows the users to configure their custom-made privacy-preserving location query requests. …”
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ON PARAMETERIZED COMPLEXITY OF HITTING SET PROBLEM FOR AXIS–PARALLEL SQUARES INTERSECTING A STRAIGHT LINE by Daniel M. Khachay, Michael Yu. Khachay

“…We improve this algorithm to decrease its complexity bound more than 100 degrees of magnitude. Also, we extend it to the more general case of the problem  and show that the geometric HSP for axis-parallel (not necessarily unit) squares intersected by a line is polynomially solvable for any fixed range of squares to hit.…”
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Mapping accuracy of short reads from massively parallel sequencing and the implications for quantitative expression profiling. by Nicola Palmieri, Christian Schlötterer

“…<h4>Background</h4>Massively parallel sequencing offers an enormous potential for expression profiling, in particular for interspecific comparisons. …”
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Experimental study on the impact of perpendicular and parallel bedding planes on the physical and geomechanical characteristics of carbonate rocks by Ahmed K. Abd El-Aal, Ahmed E. Radwan, Jabir Hussain, Mahrous A. M. Ali

“…Drilling wells into the subsurface should be performed at a lower attack angle to enable easier drilling and more stable holes. The empirical relationships with moderate/high correlation coefficients established here allow significant rock parameters to be computed using regularly measured parameters, allowing rocks to be evaluated considerably more rapidly and effectively.…”
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Research on Parallel Assembly Sequence Planning of Vertical Planetary Gearboxes Based on the Ant Colony Algorithm by Xu Wentao, Zhang Liyong, Zhi Yanfeng, Li Tongjie, Wang Juan, Wang Changlu, Jiang Yehu, Chen Jijie, Wang Wenxiang

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Non-Hermitian Control of Tri-Photon and Quad-Photon Using Parallel Multi-Dressing Quantization by Haitian Tang, Rui Zhuang, Jiaxuan Wei, Qingyu Chen, Sinong Liu, Guobin Liu, Zhou Feng, Yanpeng Zhang

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Improved Complex Convolutional Neural Network Based on SPIRiT and Dense Connection for Parallel MRI Reconstruction by Jizhong Duan, Xinmin Ren

“…To accelerate the data acquisition speed of magnetic resonance imaging (MRI) and improve the reconstructed MR images’ quality, we propose a parallel MRI reconstruction model (SPIRiT-Net), which combines the iterative self-consistent parallel imaging reconstruction model (SPIRiT) with the cascaded complex convolutional neural networks (CCNNs). …”
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A heuristic method for multi-block parallel decomposition of a system of partial Boolean functions by Yu. V. Pottosin

“…A heuristic method for multi-block parallel decomposition of a system of partial Boolean functions is described. …”
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