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A framework for continual learning in real-time traffic forecasting utilizing spatial–temporal graph convolutional recurrent networks
Published 2025-08-01“…To address these challenges, this research presents an innovative framework known as the Continual Learning-based Spatial–Temporal Graph Convolutional Recurrent Neural Network (STGNN-CL) for persistent and accurate long-term traffic flow prediction. …”
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Spatiotemporal Distribution Characteristics of PM<sub>2.5</sub> Components in the Yeosu and Gwangyang Industrial Complexes
Published 2025-02-01“…Samples were chemically analyzed, considering their ionic, carbonaceous, and trace elements, from August 2020 to July 2023. Spatial characteristics were examined using the coefficient of divergence and Pearson correlation coefficient, and temporal characteristics were investigated using monthly, seasonal, and annual distribution patterns. …”
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Divergent Climate Sensitivity and Spatiotemporal Instability in Radial Growth of Natural and Planted <i>Pinus tabulaeformis</i> Forests Across a Latitudinal Gradient
Published 2025-05-01“…Spatially, NFs displayed latitudinal divergence, autumn Tmean shifted from growth-suppressive in southern regions to growth-promotive in the north, and winter SPEI transitioned from positive to negative correlations along the same gradient. …”
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Analysis of the Spatial Structure of Regional Enterprises and Its Impact on Regional Economic Development Based on the Data Envelopment Analysis Model (DEA)
Published 2021-01-01“…Finally, a coordination model of the coupling of regional economic growth rate, efficiency, and quality is constructed and the time-series evolution characteristics and spatial-temporal divergence characteristics of the coupling coordination degree of the three are comprehensively analyzed, and the spatial classification of the coupling coordination type of each county unit is made. …”
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Application of a Low-dissipation HLLD Approximate Riemann Solver to Solar Wind Simulations
Published 2025-01-01“…A constrained transport method is employed to effectively preserve the divergence-free condition, with the relative divergence errors maintained at truncation level throughout the simulation. …”
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Comprehensive global assessment of precipitation trend and pattern variability considering their distribution dynamics
Published 2025-07-01“…Stationarity assessments further indicated non-stationary behavior in 78% of studied regions based of ADF and KPSS tests, suggesting widespread temporal dependency in precipitation patterns. These findings collectively highlight both the spatial heterogeneity and temporal non-stationarity characterizing contemporary hydroclimatic changes. …”
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Decoherence of steerability and coherence dynamics induced by nonlinear qubit–cavity interactions
Published 2025-07-01“…Einstein–Podolsky–Rosen steering, EOF, and Jensen–Shannon divergence are used to analyze these quantum resources. …”
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A new dataset of province- and prefecture-level human development index in China
Published 2025-08-01“…The dataset’s fine-grained resolution and methodological rigor ensure both temporal and spatial comparability, providing a robust empirical foundation for analyzing evolving patterns, policy mechanisms, and regional divergences in China’s human development.…”
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Déforestation au nord du Bénin : un éclairage par des enquêtes communautaires
Published 2024-02-01“…In order to understand the underlying reasons for these spatial disparities, we conducted a thorough inquiry among residents of areas where woody cover has diverged significantly from the regional trend. …”
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Westphalian System of International Relations: Formation Dynamics and Disintegration Factors
Published 2024-10-01“…Each reconfiguration of the Westphalian system is described with attention to its temporal and spatial characteristics. The driving forces behind the genesis and functioning of all models of traditional inter-state relations are delineated. …”
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Remote Sensing Evidence of Blue Carbon Stock Increase and Attribution of Its Drivers in Coastal China
Published 2025-07-01“…Reliable assessment of the spatial and temporal variation and the carbon storage potential holds immense promise for mitigating climate change. …”
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Stratification of insect diversity and daily activity patterns in the West African virgin forest Taï assessed by entomological Lidar
Published 2025-07-01“…This study employed an entomological Lidar scanned at different elevation angles, combined with traditional insect trapping at different canopy heights, to investigate the composition and spatial–temporal distribution of insects within the forest canopy. …”
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The impact of social and commercial determinants on the unequal increase of oral disorder disease burdens across global, regional, and national contexts
Published 2025-08-01“…Methods We utilized data from the Global Burden of Disease 2021 (GBD 2021) study to analyze the burden of oral disorders—including incidence, prevalence, and disability-adjusted life years (DALYs)—across 204 countries and territories, stratified by Socio-demographic Index (SDI). Temporal trends were examined using the Age-Period-Cohort (APC) model, and spatial heterogeneity in social and commercial determinants (e.g., income, urbanization, dentist density, sugar and alcohol consumption) were assessed using Geographically Weighted Regression (GWR). …”
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[18F]FDG PET metabolic correlates of cerebrospinal fluid TAR DNA-binding protein 43 in prodromal Alzheimer's disease
Published 2025-09-01“…The VOI-based approach focused on metabolic values from regions associated with LATE-NC, such as the inferior (IT) and medial temporal (MT) regions, in previous studies. Through VBA, we explored the CSF TDP-43-related brain regions and their spatial association with relative hypometabolism compared with 40 healthy controls (HC), adjusting for relevant covariates. …”
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Statistics and behavior of clinically significant extra-pulmonary vein atrial fibrillation sources: machine-learning-enhanced electrographic flow mapping in persistent atrial fibri...
Published 2025-08-01“…The EGF Model processes these recordings to reconstruct divergent wavefront propagation patterns and quantify their temporal prevalence. …”
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