Article-Journal

Machine learning-based characterisation of urban morphology with the street pattern
Streets are a crucial part of the built environment, and their layouts, the street patterns, are widely researched and contribute to a …
Cai Wu, Jiong Wang, Mingshu Wang, Menno-Jan Kraak
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Mapping Street Patterns with Network Science and Supervised Machine Learning
This study introduces a machine learning-based framework for mapping street patterns in urban morphology, offering an objective, …
Cai Wu, Yanwen Wang, Jiong Wang, Menno-Jan Kraak, Mingshu Wang
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Identifying Urban Functional Regions from High-Resolution Satellite Images Using a Context-Aware Segmentation Network
The automatic identification of urban functional regions (UFRs) is crucial for urban planning and management. A key issue involved in …
Wufan Zhao, Mengmeng Li, Cai Wu, Wen Zhou, Guozhong Chu
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Simulating the urban spatial structure with spatial interaction: A case study of urban polycentricity under different scenarios
Polycentric urban development is gaining momentum in both scholarly research and real-life practice. This brings new demand for …
Cai Wu, Duncan Smith, Mingshu Wang
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