A graph-based neural network approach to integrate multi-source data for urban building function classification
B Kong, T Ai, X Zou, X Yan, M Yang - Computers, Environment and Urban …, 2024 - Elsevier
Accurately understanding the functions of buildings is crucial for urban monitoring, analysis
of urban economic structures, and effectively allocating resources. Previous studies have …
of urban economic structures, and effectively allocating resources. Previous studies have …
A shape and size free-CNN for urban functional zone mapping with high-resolution satellite images and POI data
Z Guo, J Wen, R Xu - IEEE Transactions on Geoscience and …, 2023 - ieeexplore.ieee.org
Urban functional zone (UFZ) refers to the spatial aggregation of similar human activities in
urban areas, and its category information has significant implications for city planning and …
urban areas, and its category information has significant implications for city planning and …
Understanding the Visual Relationship between Function and Facade in Historic Buildings Using Deep Learning—A Case Study of the Chinese Eastern Railway
P Li, Z Zhao, B Zhang, Y Chen, J Xie - Sustainability, 2023 - mdpi.com
Although functional identifiability represents a key aspect for promoting visual connotation
and sustainable usability in historic building groups, there is still no consensus on how to …
and sustainable usability in historic building groups, there is still no consensus on how to …
BEMF-Net: Semantic Segmentation of Large-Scale Point Clouds via Bilateral Neighbor Enhancement and Multi-Scale Fusion
H Ji, S Yang, Z Jiang, J Zhang, S Guo, G Li, S Zhong… - Remote Sensing, 2023 - mdpi.com
The semantic segmentation of point clouds is a crucial undertaking in 3D reconstruction and
holds great importance. However, achieving precise semantic segmentation represents a …
holds great importance. However, achieving precise semantic segmentation represents a …
Integrating street view imagery and taxi trajectory for identifying urban function of street space
M Gao, H Guo, L Liu, Y Zeng, W Liu… - Geo-spatial Information …, 2024 - Taylor & Francis
Street space is a crucial component of public space, serving as a site for a variety of human
activities. However, prior studies have primarily focused on the traffic function of street …
activities. However, prior studies have primarily focused on the traffic function of street …
An urban building use identification framework based on integrated remote sensing and social sensing data with spatial constraints
Building use identification is crucial in urban planning and management. Current
identification methods often rely on a single data source and neglect spatial proximity. In this …
identification methods often rely on a single data source and neglect spatial proximity. In this …
[HTML][HTML] Multiscale Urban Functional Zone Recognition Based on Landmark Semantic Constraints
X Xie, Y Xu, B Feng, W Wu - ISPRS International Journal of Geo …, 2024 - mdpi.com
The classification of urban functional areas is important for understanding the characteristics
of urban areas and optimizing the utilization of urban land resources. Existing related …
of urban areas and optimizing the utilization of urban land resources. Existing related …
[HTML][HTML] Automatic Functional Classification of Buildings Supported by a POI Semantic Characterization Knowledge Graph
Y Su, Q Xu, X Zhu, F Zhang, Y Liu - ISPRS International Journal of Geo …, 2024 - mdpi.com
The division of urban functional zones is crucial for understanding urban characteristics and
aiding in urban management and planning. Traditional methods, like dividing based on …
aiding in urban management and planning. Traditional methods, like dividing based on …
A Multi-Source Data-Driven Analysis of Building Functional Classification and Its Relationship with Population Distribution.
D Ren, X Qiu, Z An - Remote Sensing, 2024 - search.ebscohost.com
Buildings, as key factors influencing population distribution, have various functional
attributes. Existing research mainly focuses on the relationship between land functions and …
attributes. Existing research mainly focuses on the relationship between land functions and …
Predicting Energy and Emissions in Residential Building Stocks: National UBEM with Energy Performance Certificates and Artificial Intelligence
C Beltrán-Velamazán, M Monzón-Chavarrías… - Applied Sciences, 2025 - mdpi.com
To effectively decarbonize Europe's building stock, it is crucial to monitor the progress of
energy consumption and the associated emissions. This study addresses the challenge by …
energy consumption and the associated emissions. This study addresses the challenge by …