IoT-Based Traffic Prediction for Smart Cities by Zhinong Miao, Qilong Liao

“…The methodology involved combining CNNs’ powerful spatial feature extraction capabilities with PSO’s optimization strengths. …”
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Research on Methods for the Recognition of Ship Lights and the Autonomous Determination of the Types of Approaching Vessels by Xiangyu Gao, Yuelin Zhao

“…Secondly, 23 spatio-semantic feature indicators are established to encode ship light patterns, and a multi-viewing angle dataset is constructed. …”
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Monitoring the Landscape Changes Applying Gradient Analysis Case Study (County Behbehan) by Mir Mehrdad Mirsanjari, Fatemeh Mohammadyari

“…The aim of this study was to quantify the spatial pattern of Behbahān with a gradient to understand how changing different types of users and metrics along transects surveyed appear. 2- Materials and Methods The studied region is between 50 degrees and 19 minutes longitude to 50 degrees and 25 minutes eastern, 30 degrees and 45 minutes latitude to north 30 degrees and 32 minutes in zone 39 that the highest altitude is 1380.93 meters and the lowest 267.14. …”
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The Spatiotemporal Evolution, Driving Mechanisms, and Future Climate Scenario-Based Projection of Soil Erosion in the Southwest China by Yangfei Huang, Chenjian Zhong, Yuan Wang, Wenbin Hua

“…The interaction between natural and socioeconomic factors demonstrates a complex relationship in soil erosion processes. (3) By 2050, soil erosion intensity in southwestern China is projected to increase overall, with the most significant increase occurring under the SSP585 scenario. The spatial distribution of soil erosion will largely maintain current patterns, with high-erosion areas concentrated in the northwest and low-erosion areas in the southeast. …”
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Can Fire Season Type Serve as a Critical Factor in Fire Regime Classification System in China? by Huijuan Li, Sumei Zhang, Xugang Lian, Yuan Zhang, Fengfeng Zhao

“…Due to the insufficient consideration of integrated characterization factors, especially the insufficient research on fire season types (FST), the current understanding of the spatial heterogeneity of fire patterns in China is still limited, and it is necessary to use FST as a key dimension to classify FR zones more accurately. …”
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Adaptive Analysis of Ecosystem Stability in China to Soil Moisture Variations: A Perspective Based on Climate Zoning and Land Use Types by Yuanbo Lu, Yang Yu, Xiaoyun Ding, Lingxiao Sun, Chunlan Li, Jing He, Zengkun Guo, Ireneusz Malik, Malgorzata Wistuba, Ruide Yu

“…In addition, EVI and GPP of different land cover types exhibit positive inter-annual variation trends, reflecting a gradual enhancement in ecosystem productivity. (2) Cluster analysis shows that EVI has strong spatial correlation, with a distribution pattern of low–low (L-L) clusters in the north and high–high (H-H) clusters in the south. …”
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Path to Heritagization in Landscape Architecture: A Review of the Regeneration Design of Beijing Changchunyuan Park by Yufan ZHU

“…In this context, landscape planning and design essentially perform as heritagization mechanisms — a systematic process of transposing implicit cultural values into tangible spatial configurations. Taking the review of the regeneration design of Changchunyuan Park as a sample, this research employs a transdisciplinary approach that synthesizes historical geography, spatial semiotics and design anthropology to explore the mechanism for explicit transformation of implicit cultural value by the path to heritagization in landscape architecture. …”
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Temporal-Aware Transformer Approach for Violence Activity Recognition by Rajdeep Chatterjee, Ritabrata Roy Choudhury, Mahendra Kumar Gourisaria, Sreejata Banerjee, Soumik Dey, Manoj Sahni, Ernesto Leon-Castro

“…In the first approach, Convolutional Neural Networks (CNN) and bidirectional long-short-term memory (BiLSTM) networks are combined, where MobileNetV2 is used for spatial feature extraction and BiLSTM for temporal pattern recognition, achieving an accuracy of 95.6%. …”
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Research Progress on Information Model of Urban Green Space by Wei ZHANG, Yahan YAN

“…By establishing evaluation methods, green space information models can be applied to different practical needs: Calculation of three-dimensional green volume indicators, analysis of three-dimensional landscape patterns, and evaluation of three-dimensional spatial ecosystem services.ConclusionBased on the requirements for green space information modeling, a corresponding construction framework can be established, including data acquisition, composition structure, detail level, spatial scale, sharing platform and analysis application of green space information models. …”
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Identification of Variations in the Climatic Conditions of the Lerma-Chapala-Santiago Watershed by Comparative Analysis of Time Series by Luis Ricardo Manzano-Solís, Miguel A. Gómez-Albores, Carlos Díaz-Delgado, Carlos Alberto Mastachi-Loza, Raymundo Ordoñez-Sierra, Khalidou M. Bâ, Roberto Franco-Plata

“…Finally, this module can be used to automate the creation of climate maps or to update climate maps at diverse spatial-temporal scales.…”
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Latitudinal gradient and environmental drivers of soil organic carbon in permafrost regions of the Headwater Area of the Yellow River by Mingxin Yang, Shizhen Li, Shouxin Wang, Qingdongzhi Huang, Qi Shen, Yanbin Kang, Mingming Shi, Yafei Zhang, Dongliang Luo

“…This study examines the spatial pattern of SOC and its drivers in the Headwater Area of the Yellow River (HAYR), northeastern Qinghai-Xizang Plateau (QXP), a region highly susceptible to permafrost degradation. …”
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An immunostaining-based approach for assessing myocardial viability in the infarcted mouse hearts by Weili Ouyang, Xueqing Liu, Zheheng Ding, Yanan Ji, Jianfeng Zhao, Hongtao Zhu, Weidong Wu, Zhaoping Ding

“…Notably, cTnI-stained sections showed precise overlap with TTC-stained images at the cellular level and showed a highly consistent pattern of cardiomyocyte distribution and infarct area (r² = 0.96) when compared to in-vivo measurements using manganese-enhanced magnetic resonance imaging (MEMRI).ConclusionThese findings highlight the coordinated, stepwise breakdown of sarcomeric proteins following ischemic injury in the mouse heart and underscore the utility of antibody-based cTnI staining as a valuable tool for early myocardial viability assessment and infarct area detection with high spatial resolution.…”
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Dynamic Monitoring of Ecological Environmental Quality in Arid and Semi-Arid Regions: Disparities Among Central Asian Countries and Analysis of Key Driving Factors by Yue Liu, Jinjie Wang, Jianli Ding, Zipeng Zhang, Zhihong Liu, Zihan Zhang, Jinming Zhang, Liya Shi

“…The results reveal a distinct spatial pattern in the ASAEI: the southwestern and southeastern regions face more severe ecological challenges, while the northern and central-southern areas exhibit better ecological conditions. …”
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Investigation of farmers’ awareness of water conservation and its determinants in arid regions: A case study of the Turpan-Hami Basin by Dongping Guo, Abdugheni Abliz, Yue Kong, Jialin Li, Xianhe Liu, Buasi Nurahmat

“…The spatial distribution of farmland income, water supply availability, and conservation subsidies was relatively scattered, while farmers’ understanding of conservation technologies and the intensity of government support exhibited a broadly consistent pattern, increasing from west to east; (3) The binary logit model identified nine statistically significant factors influencing water conservation awareness. …”
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The Assessment of the Spatiotemporal Characteristics of Net Water Erosion and Its Driving Factors in the Yellow River Basin by Zuotang Yin, Yanlei Zuo, Xiaotong Xu, Jun Chang, Miao Lu, Wei Liu

“…In addition, the redistribution of precipitation by vegetation and the slope weakened the impact of precipitation on the spatial pattern of net water erosion. This study provides a reference, offering insights to aid in the development of soil erosion control strategies within the YRB.…”
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Illuminating the Hierarchical Segmentation of Faults Through an Unsupervised Learning Approach Applied to Clouds of Earthquake Hypocenters by E. Piegari, G. Camanni, M. Mercurio, W. Marzocchi

“…This automated procedure operates within two spatial scales: the largest scale corresponds to the longest pattern of approximately equally dense earthquake clouds, while the smallest scale relates to earthquake location errors. …”
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Distributed Hydrological Modeling With Physics‐Encoded Deep Learning: A General Framework and Its Application in the Amazon by Chao Wang, Shijie Jiang, Yi Zheng, Feng Han, Rohini Kumar, Oldrich Rakovec, Siqi Li

“…Replacing the original Penman‒Monteith formulation in HydroPy with a replacement NN produces more plausible potential evapotranspiration (PET) estimates, and unravels the spatial pattern of PET in this giant basin. The NN used for parameterization was interpreted to identify the factors controlling the spatial variability in key parameters. …”
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Dynamics of post fire plant community assembly in Doñana coastal dunes by Sergio Chozas, André F. Mira, Manuel Serrano, Nagore G. Medina, Joaquín Hortal, María Cruz Díaz-Barradas

“…The results revealed that natural secondary succession has restored shrub communities along the gradient to states similar to those existing before the fire, indicating a consistent recovery pattern. Although species composition was comparable across zones, community spatial structure and several traits varied from coastal to interior areas, with more complex co-occurrence networks observed inland. …”
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Cerebral Amyloid Angiopathy Is Associated With Higher R2 Relaxation Rate: An MRI and Pathology Study by Md Tahmid Yasar, Arnold M. Evia, Mahir Tazwar, Sue E. Leurgans, David A. Bennett, Julie A. Schneider, Konstantinos Arfanakis

“…This study tested the hypothesis that CAA is associated with R2, extracted the spatial pattern of CAA‐related R2 abnormalities, and evaluated R2 at different CAA severity levels in a large number of community‐based older adults. …”
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A Multifrequency Brain Network-Based Deep Learning Framework for Motor Imagery Decoding by Juntao Xue, Feiyue Ren, Xinlin Sun, Miaomiao Yin, Jialing Wu, Chao Ma, Zhongke Gao

“…The filter bank common spatial pattern (FBCSP) algorithm filters the MI-based EEG signals in the spatial domain to extract features. …”
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