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Artificial Intelligence-Driven Identification of Favorable Geothermal Sites Based on Radioactive Heat Production: Case Study from Western Türkiye
Published 2025-07-01“…The potential geothermal sites identified by the AI models align closely with those identified by statistical models and show strong agreement with independent datasets, including existing drilling locations, thermal springs, and the distribution of major earthquake epicenters in the region.…”
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223
Spatiotemporal pattern evolution and quantitative prediction of electrical carbon emissions from a demand-side perspective in urban areas
Published 2025-07-01“…The study found that the center of gravity of carbon emissions showed a significant southwest-northeastward migration trajectory, and there was a spatial differentiation feature of central urban agglomeration and peripheral area dispersion. …”
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224
Identifying trade-offs and synergies among land use functions using an XGBoost-SHAP model: A case study of Kunming, China
Published 2025-03-01“…Exploring the spatial non-stationarity and driving mechanisms of trade-offs/synergies among land use functions(LUFs), which are crucial for effectively alleviating human-land conflicts and enhancing the overall benefits and sustainable development of regional territorial space. …”
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225
Construction and Overall Protection of Ecological and Marine Cultural Composite Landscape Network in Quanzhou, Fujian
Published 2025-07-01“…Based on the evaluation results of the gravity model, these corridors are classified into first-class, second class, and third-class corridors, forming the spatial pattern of the Quanzhou ecological network. …”
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226
Comparative Analysis of Machine Learning and Deep Learning Models for Individual Tree Structure Segmentation Using Terrestrial LiDAR Point Cloud Data
Published 2025-06-01“…A total of 17 input features were categorized into spatial coordinates and normals, geometric structure features, and local distribution features. …”
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227
Sensitivity of WRF model parameterizations in simulating extreme rainfall over complex terrain – case of July 2020 over the Poyang Lake basin, China
Published 2025-12-01“…Increasing the horizontal resolution has a limited improvement in rainfall simulation (1.3%), while choosing a suitable parameterization schemes combination can significantly improve the simulation accuracy by 34.3%. (2) Among the 36 experiments, c5 containing parameterization schemes of Morrison, BMJ, YSU and Slab shows overall best performance in simulating accumulated areal rainfall as well as spatial and temporal distributions. (3) CU schemes have the largest impact on the rainfall simulation, followed by MP, PBL and LSM.…”
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228
Analysis on Spatiotemporal Variation in Soil Drought and Its Influencing Factors in Hebei Province from 2001 to 2020
Published 2025-05-01“…The results show the following: (1) over the past 20 years, soil drought in Hebei Province has shown a trend of “first intensifying and then easing”, experiencing two turning points, and its spatial distribution showed significant agglomeration characteristics. (2) Soil moisture showed single-peak seasonal fluctuation, with severe drought from January to May, peak soil moisture from June to August, soil moisture balance from September to October, and soil moisture deficit intensified in winter. (3) Soil moisture stability showed spatial differentiation, being high in the northeast and low in the southwest. …”
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229
Estimation of Snow Water Equivalent in Semiarid Zone from Data of Global Numerical Models ICON and GFS/NCEP (Case Study of the Selenga River Basin)
Published 2023-09-01“…In general, reasonable estimates of the SWE spatial distribution were obtained. While in 2021, both overestimation and underestimation by 1–15 mm (20–50%) of the calculated SWE was observed at different sites compared to the measurements, in 2022, its systematic underestimation was observed, especially significant in calculations using the ICON model data. …”
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230
Identifying the spatiotemporal evolution of nucleic acid testing sites and their influencing factors to support public health emergency management: A case study in Hangzhou, China
Published 2025-06-01“…The results show that: (1) The number of NAT sites underwent four phases over time and exhibited substantial spatial concentration in Shangcheng, Gongshu, Xihu, and Binjiang districts. (2) The population density, human footprint, and the digital elevation model were the dominant potential influencing factors for the location of NAT sites, with the explanatory power of interactions among influencing factors being higher than that of individual factors. (3) The location of NAT sites in the Shangcheng, Gongshu, Xihu, and Binjiang districts has a significant positive correlation with population density, while the relationship was not significant in other regions. …”
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231
Characterization of river plume dynamics for a better water quality management
Published 2025-08-01“…Due to the missing separation of the river plume area from the open sea waters, its management is suffering from the too coarse classification. We apply two model-based techniques to study the spatial and temporal variability of the Oder river plume and to follow the distribution of its nutrients and pollutants in the sea. …”
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Spatio-temporal evolution in habitat quality and its driving factors in Han River Basin, China
Published 2025-07-01“…In order to address the above issues, this study analyzed the spatial and temporal evolution characteristics of HQ from 2000 to 2023 based on the InVEST model, and quantitatively explored the primary driving factors of HQ changes through the Geodetector method. …”
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234
Suitability prediction of potential arable land in southeast coastal area of China
Published 2025-07-01“…This study predicted the potential suitable areas for cultivated land in the southeast coastal region using 32 environmental variables by the R-optimized MaxEnt model. Then, the spatial distribution pattern and centroid migration trend of the potential habitat area under two greenhouse gas emission scenarios (SSP126 and SSP585) in the future 2021–2040 (2040s) and 2041–2060 (2060s) were modeled. …”
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235
An Efficient Uncertainty-Driven Learning for Stochastic Super-Resolution
Published 2025-01-01“…While recent stochastic SISR approaches address this by modeling conditional distributions, they commonly assume isotropic Gaussian priors, overlooking spatial variations in uncertainty across the image. …”
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236
Investigation of farmers’ awareness of water conservation and its determinants in arid regions: A case study of the Turpan-Hami Basin
Published 2025-08-01“…This study used random sampling to assess water conservation awareness among 332 farmers in the Turpan–Hami Basin and systematically analyzed its spatial distribution and key influencing factors using kriging interpolation and a binary logit model. …”
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237
Evaluation and trade-offs/synergies of ecosystem services in Jilin Province
Published 2025-07-01“…Abstract The study of spatial and temporal patterns of ecosystem services and trade-offs/synergies relationships clarifies the distribution of ecological functional areas, which is a top priority for the coordinated development of regional economy-society-ecology. …”
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Exploring the role of PANoptosis related genes in the prognosis of oral squamous cell carcinoma subtypes based on multi-omics analysis
Published 2025-07-01“…Clustering algorithms identified OSCC subtypes, which were examined for differences in spatial distribution, biological pathways, drug sensitivity, prognosis, and immune infiltration. …”
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239
Improving the Parameterization of Complex Subsurface Flow Properties With Style‐Based Generative Adversarial Network (StyleGAN)
Published 2024-11-01“…The results show that parameterization with StyleGANs provides superior performance in terms of reconstruction fidelity and flexibility, underscoring its potential for improving the representation and reconstruction of complex spatial patterns in subsurface flow model calibration problems.…”
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240
The impact of landscape patterns on surface runoff in the central urban area of Chengdu
Published 2025-03-01“…This study constructs a Source-Sink Runoff Landscape Index (SSRLI), and it utilises the Storm Water Management Model (SWMM) to simulate the spatial distribution characteristics of surface runoff in the central urban area of Chengdu under different rainfall scenarios, exploring the relationship between landscape patterns and surface runoff. …”
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