GTN-GCN: Real-Time Traffic Forecasting Using Graph Convolutional Network and Transformer by Sadia Naj Jinia, Sumaiya Binte Azad, Rima Akter, Taivan Reza Dipto, Md. Khaliluzzaman

“…For longer prediction horizons (30, 45, and 60 min), the model consistently outperformed baseline methods, maintaining competitive RMSE and MAPE values. …”
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Dynamic bone recognition for robotic vertebral plate cutting via unit energy consumption and SVM optimized by PSO by Heqiang Tian, Jing Zhao, Ying Sun, Jinchang An

“…Principal component analysis (PCA) was used for further feature extraction and dimensionality reduction. The data was normalized, and an SVM-based bone identification model was developed, optimized by PSO. …”
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Mapping the rapid growth of multi-omics in tumor immunotherapy: Bibliometric evidence of technology convergence and paradigm shifts by Huijing Dong, Xinmeng Wang, Yumin Zheng, Jia Li, Zhening Liu, Aolin Wang, Yulei Shen, Daixi Wu, Huijuan Cui

“…Keyword co-occurrence and citation burst analyses reveal evolving frontiers: early emphasis on “PD-1/CTLA-4 blockade” has transitioned toward “machine learning,” “multi-omics,” and “lncRNA,” reflecting a shift to predictive modeling and biomarker discovery. Multi-omics integration has facilitated the development of immune infiltration-based prognostic models, such as TIME subtypes, which have been validated across multiple tumor types, which inform clinical trial design (e.g. …”
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Impact of the agri-geographical transformation of rural settlements on the geospatial dynamics of soil erosion intensity in municipalities of Central Serbia by Srejić Tanja, Manojlović Sanja, Sibinović Mikica, Lukić Tin, Kričković Emina, Durlević Uroš

“…The spatial differentiation of municipalities through CA revealed a clear pattern: the risk of soil erosion decreases along a north-south gradient. …”
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Research on the Influence of Characteristics of the Annular Connecting Pipe on the Transmission Loss of the Expanded Exhaust Muffler by Yue Cheng, Wenhua Yuan, Jun Fu, Yi Ma, Wei Zheng

“…In addition, the experimental value is obtained by the spatial five-point measurement method and compared with the simulated value, and the validity and reliability of the solution model are verified. …”
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A Multi-Scale Approach for Finite Element Method Structural Analysis of Injection-Molded Parts of Short Fiber-Reinforced Polymer Composite Materials by Young Seok Cho, Byungwook Jeon, Juwon Min, Kiweon Kang, Haksung Lee

“…To address this, microscale analysis was conducted using injection-molded tensile specimens, followed by mesoscale modeling through representative volume elements (RVEs). …”
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How to solve small sample size problems in time-series soil organic carbon mapping: New insights from the Third Law of Geography by Jingzhe Wang, Zipeng Zhang, Yankun Wang, Cheng-Zhi Qin, Xiangyue Chen, Yinghui Zhang, Zhongwen Hu

“…Based on the different input samples, we designed various modeling schemes for SOCD mapping. Our results suggest that the geographic similarity threshold-driven framework successfully reconciles the trade-off between sample quantity and quality, increasing sample sizes by up to three times while enhancing spatial representativeness and reducing prediction uncertainty. …”
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Shared hazards, unequal outcomes: income-driven inequities in disaster risk by Jeanette J. Choong, Dennis Wagenaar, Maricar L. Rabonza, Perrine Hamel, Adam D. Switzer, David Lallemant

“…However, conventional risk models rarely consider these disparities, which are critical for informing risk reduction decisions. …”
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Enhancing building roof insulation: A comparative examination of PCM layers integrated with and without nanoparticles by Hayder M. Abbas, Abd Alsatar Hussein

“…The primary goal is to investigate the effectiveness of these materials in reducing indoor heat transfer, thereby enhancing energy efficiency, using a numerical model based on finite volume and enthalpy methods in a three-dimensional spatial domain. …”
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Evolutionary Algorithms for the Optimal Design of Robotic Cells: A Dual Approximation for Space and Time by Raúl-Alberto Sánchez-Sosa, Ernesto Chavero-Navarrete

“…Through simulations and a digital model of the cell, key metrics such as total space reduction, operational time improvement, and productivity increase are evaluated. …”
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Estimation of Aboveground Biomass of Chinese Milk Vetch Based on UAV Multi-Source Map Fusion by Chaoyang Zhang, Qiang Zhu, Zhenghuan Fu, Chu Yuan, Mingjian Geng, Ran Meng

“…Estimation based exclusively on structural features resulted in R² values of 0.65 and 0.52 for model cross-validation and spatial transferability validation, respectively. …”
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Data-driven support for smart renewal of urban neighbourhoods by Spela VEROVSEK, Matevz JUVANCIC, Tadeja ZUPANCIC

“…The research develops structured evaluation model, this is, neighbourhood sustainability performance index which provides the foundation for targeted actions. …”
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Cluster Path Planning Method in Mountainous Areas Based on Optimal Timeliness by Zhufeng Shao, Dunwei Gong, Chuansheng Liu

“…A dynamic spatial grid map is used to represent the roller’s surface information, and collision prediction is based on obstacle occupancy and temporal trends. …”
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A Generative Framework for Probabilistic, Spatiotemporally Coherent Downscaling of Climate Simulation by Jonathan Schmidt, Luca Schmidt, Felix M. Strnad, Nicole Ludwig, Philipp Hennig

“…As this predictive task is inherently uncertain, we leverage the probabilistic nature of diffusion models and sample multiple trajectories. …”
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中心蜗杆范成法数控加工廓面误差综合研究 by 胡自化, 陈生墨, 陈小告, 张华

“…In order to explore the influence law of original errors included machine tool kinematic errors,tool wear errors on the profile machining accuracy of sun-worm,based on the multi-body system error-modeling method and the conjugate meshing theory of spatial mechanism,the sunworm profile equation included these errors is deduced.The normal error between worm theoretical profile and error profile is calculated by using Newton iteration method and the result is analyzed to describe the effect of each error and comprehensive error on sun-worm profile accuracy.The main research conclusion can effectively disclosure and predict the law of influence that the various errors for sun-worm profile normal error.Consequently,a scientific proof is supplied to compensate machine geometric errors and improve the precision and quality of the sun-worm.…”
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Assessing the risk of traffic accidents in lisbon using a gradient boosting algorithm with a hybrid classification/regression approach by Nuno Alpalhão, Pedro Sarmento, Bruno Jardim, Miguel de Castro Neto

“…Effective emergency response planning requires sophisticated risk prediction tools with precise spatial and temporal resolution. …”
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Government environmental governance, fiscal decentralization, and carbon intensity of the construction industry by Yuhao Sun, Minghui Liu, Yong Lv

“…This paper, utilizing provincial panel data from 2007 to 2021, empirically analyzes the impact of government environmental governance (EG) on the carbon intensity of the construction industry (CCEI) through the panel regression, spatial econometric and dynamic threshold models. …”
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Bankruptcy rules and sustainable water management: A MODSIM-NSGAII simulation multi-objective optimization framework for equitable transboundary water allocation by Bentolhoda Asl-Rousta, S. Jamshid Mousavi

“…Classical bankruptcy game methods assume homogenous resource accessibility, but water resource systems vary widely in both spatial and temporal dimensions. This study addresses these challenges by introducing a new optimal bankruptcy rule (OpPro rule) through a simulation-optimization model (MODSIM-NSGAII), where MODSIM simulates the spatial and temporal variability of water resources, and the NSGA-II optimization algorithm includes two objective functions of maximizing basin-wide ecological sustainability and maximizing economic efficiency reflecting ''equitable and reasonable utilization'' of water. …”
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Emerging carbon dioxide hotspots in East Asia identified by a top-down inventory by Lei Xia, Rui Liu, Wenxuan Fan, Changxu Ren

“…This study used a top-down spatial proxy model to develop a high-resolution (1 km) carbon dioxide emission inventory for East Asia from 2012 to 2021. …”
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Simulation of the Vibratory Behavior of Slender Shafts Subject to Transverse Loads Moving in the Axial Direction by F. Bucchi, P. Forte

“…The effect of a load moving axially at a given speed followed by similar loads after given spatial intervals was simulated investigating the influence of speed and load interval on shaft vibrations and resonance. …”
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