Graph Coarsening Approach to the Vehicle Routing Problem: An Approximation Strategy by Katarzyna Nalecz-Charkiewicz, Arnav Das, Turbasu Chatterjee, Joshua Keene, Pawel Gora, Carlos C. N. Kuhn

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Unsupervised dimensionality reduction method for multivariate time series based on global and local scatter by Zhengxin LI, Gang HU, Fengming ZHANG, Xiaofeng ZHANG, Yongmei ZHAO

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MGHCN: Multi-graph structures and hypergraph convolutional networks for traffic flow prediction by Xuanxuan Fan, Kaiyuan Qi, Dong Wu, Haonan Xie, Zhijian Qu, Chongguang Ren

“…To address this limitation, this paper presents a Multi-Graph Structures and Hypergraph Convolutional Network (MGHCN) that combines diverse graphs and hypergraphs. …”
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A Spatiotemporal Graph Transformer Network for real-time ball trajectory monitoring and prediction in dynamic sports environments by Zujian Li, Dan Yu

“…To address these limitations, we propose the Spatiotemporal Graph Transformer Network (SGTN), which integrates a Spatiotemporal Graph Convolutional Network (ST-GCN) with a Transformer architecture. …”
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Ising Hamiltonian minimization: Gain-based computing with manifold reduction of soft spins vs quantum annealing by James S. Cummins, Hayder Salman, Natalia G. Berloff

“…We systematically analyze how the energy landscape for the circulant couplings of a Möbius graph evolves with increased annealing parameters. …”
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Swin Transformer lightweight: an efficient strategy that combines weight sharing, distillation and pruning by HAN Bo, ZHOU Shun, FAN Jianhua, WEI Xianglin, HU Yongyang, ZHU Yanping

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Decreased Autophagic Activity in Triple-Negative Breast Cancer Cells upon Hydroxychloroquine and Thymoquinone Combination Treatment by Tuğcan Korak, Merve Gulsen Bal Albayrak, Sevinc Yanar, Gürler Akpınar, Murat Kasap

“…At 24 hours, favorable dose reduction effects were evident (dose reduction index >1), while the 48-hour results showed an unfavorable reduction (dose reduction index…”
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Metabolites induced by citrus tristeza virus and ‘Candidatus Liberibacter asiaticus’ influence the feeding behavior of Diaphorina citri: an electrical penetration graph and LC–MS/M... by Jingtian Zhang, Fengchun Xia, Yuhe Li, Yangyang Liu, Fengnian Wu, Xiaoling Deng, Meirong Xu

“…In this study, an electrical penetration graph was used to study the feeding behavior of D. citri adults on four groups of Citrus reticulata Blanco cv. …”
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High-Capacity Real-Time Face Retrieval Recognition Algorithm Based on Task Scheduling Model for the Treatment Area of Hospital by Yi Zhou, Weili Xia

“…The high-capacity real-time face recognition system for the treatment area of hospital combined with the optimized directed graph task scheduling model can approach 25 fps, which meets the real-time requirements, and the face recognition rate surpasses that of real people. …”
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Application of Tuned Vibration Absorbers in Fluid Mounts by Mohammad Jalali Mashayekhi, Nader Vahdati

“…So the best cabin noise and vibration reduction is only achievable at one frequency. In this paper, a new fluid mount design in combination with a tuned vibration absorber is proposed. …”
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FAULT DIAGNOSIS BASED ON IMPROVED LOCALITY PRESERVING PROJECTIONS ALOGRITHM by LU Li, CHEN Ying

“…Aiming at the problem that accuracy of orthogonal locality preserving projections（ LPP） for fault diagnosis is not high enough,a fault diagnosis method based on none parameter supervised kernel locality preserving projections（ NPSKLPP） for dimension reduction is proposed. In NPSKLPP,firstly,by changing the Euclidean distance to the Cosine distance which is more robust to outline,and constructing a none parameter nearest-neighbor graph which combined sample label information. …”
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FEN-MRMGCN: A Frontend-Enhanced Network Based on Multi-Relational Modeling GCN for Bus Arrival Time Prediction by Ting Qiu, Chan-Tong Lam, Bowie Liu, Benjamin K. Ng, Xiaochen Yuan, Sio Kei Im

“…In this paper, we propose a frontend-enhanced time-series prediction network, in which the Multi-Relational Modeling Graph Convolution (MRMGCN) as the frontend-enhanced module, called FEN-MRMGCN. …”
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Hydrothermal performance of microchannel heat sink integrating pin fins based on triply periodic minimal surfaces by Ahmed Raafat, Moza Alteneiji, Mohamed Kamra, Saeed Al Nuaimi

“…The results show that the novel hybrid designs, which combine both square pin fins and the I-graph wrapped package-graph (IWP) lattice at their core, achieve a 54% reduction in pressure drop without compromising thermal performance, as indicated by average Nusselt numbers and maximum temperatures, compared to conventional square pins. …”
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Learning the factors controlling mineral dissolution in three-dimensional fracture networks: applications in geologic carbon sequestration by Aleksandra A. Pachalieva, Aleksandra A. Pachalieva, Jeffrey D. Hyman, Daniel O’Malley, Gowri Srinivasan, Hari Viswanathan

“…Specifically, we use a combination of high-fidelity simulations with a graph-based approach to study geochemical reactive transport in a complex fracture network to determine the key features that control dissolution. …”
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An experimental and numerical study of the ballistic behavior of an epoxy matrix hybrid composite reinforced with aramid fabric and fique fabric by Bernardo Soares Avila de Cêa, Raí Felipe Pereira Junio, Douglas Santos Silva, Fábio da Costa Garcia Filho, Sergio Neves Monteiro, Lucio Fabio Cassiano Nascimento

“…Hybrid composites, which combine natural and synthetic fibers, were developed to combine efficiency, cost reduction and lower environmental impact. …”
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A multi-modal geospatial–temporal LSTM based deep learning framework for predictive modeling of urban mobility patterns by Sangeetha S.K.B, Sandeep Kumar Mathivanan, Hariharan Rajadurai, Jaehyuk Cho, Sathishkumar Veerappampalayam Easwaramoorthy

“…GT-LSTM integrates temporal dependencies with geographic information through a multi-modal approach that combines attention mechanisms and Recurrent Neural Networks (RNNs). …”
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Process Completing Sequences for Resource Allocation Systems with Synchronization by Song Foh Chew, Shengyong Wang, Mark A. Lawley

“…Throughout the paper, we use a class of Petri nets called Generalized Augmented Marked Graphs to represent our resource allocation systems.…”
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Application of DTM to heat source/sink in squeezing flow of iron oxide polymer nanofluid between electromagnetic surfaces by Reshu Gupta, A.B. Albidah, NFM Noor, Ilyas Khan

“…The Riga plates (R.P) generate electromagnetic forces that significantly affect the nanofluid flow. This mechanism, combining both electric and magnetic fields, offers a unique way to control and enhance fluid dynamics, which is not commonly explored in traditional fluid flow models. …”
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First Basic Problem of Elasticity Theory for a Composite Layer with Two Thick-Walled Tubes by Oleksandr Yu. Denshchykov, Valentyn P. Pelykh, Yaroslav V. Hrebeniuk, Vitalii Yu. Miroshnikov

“…Satisfying the boundary conditions and conjugation conditions between the layer and the tubes, an infinite system of integro-algebraic equations is formed, which is reduced to linear algebraic equations of the second kind, and the reduction method is applied. After finding the unknowns, it is possible to obtain the stress-strain state at any point of the elastic combined bodies using the generalized Fourier method to the basic solutions of the problem. …”

Two-phase Agrawal hybrid nanofluid flow for thermal and solutal transport fluxes induced by a permeable stretching/shrinking disk by Hatem Gasmi, Muhammad Waqas, Umair Khan, Aurang Zaib, Anuar Ishak, Imtiaz Khan, Ali Elrashidi, Mohammed Zakarya

“…These effects are brilliantly depicted through a combination of graphs and tables. Graphical analyses disclose the presence of dual solutions within a particular range of the stretching/shrinking parameter. …”
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