Short-Term Traffic Flow Forecasting Model Based on GA-TCN by Rongji Zhang, Feng Sun, Ziwen Song, Xiaolin Wang, Yingcui Du, Shulong Dong

“…The proposed model can provide important support for the formulation of a dynamic traffic control scheme.…”
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A Joint Optimization Model of Production Scheduling and Maintenance Based on Data Driven for a Parallel-Series Production Line by Kai Zhu

“…However, a production line often operates under dynamically operational and environmental conditions and the production scheduling is also a very important factor for the maintenance of a production line. …”
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Coordinated regulation of timing and strength of synaptic outputs by adrenergic receptors through control of action potentials in Purkinje cells by Kei Furukawa, Kei Furukawa, Shin-ya Kawaguchi

“…To understand the signaling mechanism and physiological context of the cAMP-mediated action potential modulation, we studied the involvement of one of neuromodulators, adrenergic system, using direct patch-clamp recordings from axons and/or terminals of Purkinje cells. …”
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Surface charge modulation in metal-crosslinked sodium alginate-chitosan composite adsorbent: Optimized anionic-to-cationic polysaccharide component ratio for Cd and Cr removal from... by Aminat Mohammed Ahmed, Mhamed Berrada, Menbere Leul Mekonnen, Ayalew H. Assen, Ephriem Tadesse Mengesha, Redouane Beniazza, Kebede Nigussie Mekonnen, Youssef Belmabkhout

“…The composite beads were employed in batch mode for adsorptive removal of Cd2+ and Cr3+, offering the maximum uptakes of 77.88 mgCd2+/g and 66.36 mgCr3+/g. …”
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A Small CO2 Leakage May Induce Seismicity on a Sub‐Seismic Fault in a Good‐Porosity Clastic Saline Aquifer by Stanislav Glubokovskikh, Erdinc Saygin, Serge Shapiro, Boris Gurevich, Roman Isaenkov, David Lumley, Rie Nakata, Julian Drew, Roman Pevzner

“…We analyze passive seismic monitoring of a small (15,000 tonnes and 0.15 MPa pressure) injection of supercritical CO2‐rich mixture for Stage 2C of the CO2CRC Otway Project (Victoria, Australia), which induced 19 detectable events with maximum moment magnitude MW‐0.5. The locations and dynamic parameters of the triggered events indicate a reactivation of a small fault patch where CO2 flowed through the fault. …”
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Studying the performance of YOLOv11 incorporating DHSA BRA and PPA modules in railway track fasteners defect detection by Chengwei Zhang, Jiawei Zhu, Yihao Ma, Qingmei Huang

“…Finally, we add the PPA (Parallelized Patch-Aware Attention) module to the original neck network to enhance multi-scale feature extraction, specifically for small object detection.To validate the model, we created a dataset and conducted experiments. …”
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Differential Induction of Long-Term Potentiation in the Horizontal versus Columnar Superficial Connections to Layer II Cells of the Entorhinal Cortex by Li Ma, Angel Alonso, Clayton T. Dickson

“…We undertook a comparative study of these two inputs as they converge upon EC layer II cells using whole-cell patch techniques in an adult rat EC horizontal slice preparation in which the deepest layers (V-VI) had been dissected out. …”
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Multimodal multi-instance evidence fusion neural networks for cancer survival prediction by Hui Luo, Jiashuang Huang, Hengrong Ju, Tianyi Zhou, Weiping Ding

“…Specifically, to better capture global information from images, we employ a pre-trained vision transformer model to extract patch feature embeddings from histopathological images. …”
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Enhancing Image Classification using Graph Attention Networks by Hasan Maher Ahmed

“…The hybrid architecture made possible by combining ViTs with GATs successfully captures complex relationships within visual data because ViTs deliver powerful global feature extraction while GATs establish strong patch-level dependencies. The implementation of GATs via their built-in attention mechanism allows dynamic region prioritization for both accurate recognition and better interpretability of images. …”
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Research on an Ecological Sensitivity Evaluation of Mountain-Type National Parks Under Multi-Modal Optimization: A Case Study of Shennongjia, China by Xingyu Zhou, Huan Huang, Shi Dai, Duanya Zheng, Jie Zhao

“…This study takes Shennongjia Forestry District, a pioneer among China’s first-batch national parks, as an study object to optimize the ecological sensitivity evaluation framework. …”
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Hybrid generative adversarial network based on frequency and spatial domain for histopathological image synthesis by Qifeng Liu, Tao Zhou, Chi Cheng, Jin Ma, Marzia Hoque Tania

“…Results Our model incorporates a variable-window mixed attention module to dynamically adjust attention window sizes, capturing both local details and global context. …”
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Temporal-Sequence Offline Reinforcement Learning for Transition Control of a Novel Tilt-Wing Unmanned Aerial Vehicle by Shiji Jin, Wenjie Zhao

“…Experimental results demonstrate that TSCQ significantly outperforms gain scheduling, Model Predictive Control (MPC), and Batch-Constrained Q-learning (BCQ), reducing the RMSE of pitch angle by up to 53.3% and vertical velocity RMSE by approximately 33%. …”
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Synthesis of silica nanoparticles from blast furnace slag as cost-effective adsorbent for efficient azo-dye removal by Abdelghaffar S. Dhmees, Nagla M. Khaleel, Sawsan A. Mahmoud

“…The sorbent materials were characterized by X-ray diffraction (XRD), X-ray fluorescence (XRF), N2 adsorption-desorption isotherms, dynamic light scattering (DLS), scanning electron microscopy (SEM), and Energy Dispersive X-ray Analysis (EDAX). …”
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Intra-aortic balloon pump rupture and metallic frame entrapment requiring complex retrieval and hybrid repair by Tiffany R. Bellomo, MD, Srihari K. Lella, MD, Camille Karren, BS, Matthew J. Eagleton, MD, Sunita D. Srivastava, MD, Luis Suarez, MD

“…Initial fluoroscopy demonstrated that the IABP tip moved dynamically with blood flow, but retraction and advancement caused significant bowing of the proximal external iliac artery. …”
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Big Data-Driven 3D Visualization Analysis System for Promoting Regional-Scale Digital Geological Exploration by Yiping Tian, Jiongqi Wu, Genshen Chen, Gang Liu, Xialin Zhang

“…The system integrates three core technological components: (1) a heterogeneous cloud resource scheduling method employing an optimized CMMN algorithm with unified cloud API standardization to enhance task distribution efficiency; (2) a block model-based dynamic data aggregation approach utilizing semantic unification and attribute mapping for multi-source geological data integration; (3) a GPU-accelerated rendering framework implementing occlusion culling and batch processing to optimize 3D visualization performance. …”
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Federated Learning With Automated Dual-Level Hyperparameter Tuning by Rakib Ul Haque, Panagiotis Markopoulos

“…Similar to centralized learning, determining hyperparameters (HPs) like learning rate and batch size remains challenging yet critical for model performance. …”
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Local-Global and Multi-Scale (LG-MS) Mixer Architecture for Long-Term Time Series Forecasting by Zhennan Peng, Boyong Gao, Ziqi Xia, Jie Liu

“…Although deep learning models dominate time series forecasting, they still struggle with long-sequence processing due to the challenges of extracting dynamic fluctuations and pattern features as input length increases. …”
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Research on Robot Cleaning Path Planning of Vertical Mixing Paddle Surface by Zhouzheng Shi, Leiyang Guo, Jingde Li, Ni Cao, Xiansheng Qin, Zhanxi Wang

“…Firstly, we introduce a blade surface segmentation approach based on the k-means++ clustering algorithm, along with a sub-surface patch boundary determination method using parameterized curves, to achieve precise surface partitioning. …”
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A closed loop fully automated wireless vagus nerve stimulation system by Roshan Pathitharayil Mathews, Iman Habibagahi, Hamid Jafari Sharemi, Ronald Challita, Steven Cha, Aydin Babakhani

“…To address this limitation, we introduce the fully automated wireless VNS (FAW-VNS) system, which dynamically adjusts stimulation parameters to maintain steady-state operation while minimizing bradycardia. …”
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Integrating land use simulation and carbon assessment for sustainable urban planning in Fuzhou metropolitan area using PLUS and InVEST models by Qiuyi Zhang, Ronghui Huang, Changhua Zhu, Liyun Huang, Di Yang

“…By establishing three future development scenarios—natural, urban, and dual-carbon target scenarios—based on the “Fuzhou Metropolitan Area Development Plan,” this research employ the Patch-generating Land Use Simulation (PLUS) and the Integrated Valuation of Ecosystem Services and Trade-offs (InVEST) models. …”
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