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 …

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 …

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 …

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 …

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 …

An urban building use identification framework based on integrated remote sensing and social sensing data with spatial constraints

Z Xie, Y Wu, Z Ma, M Chen, Z Qian… - Geo-spatial …, 2024 - Taylor & Francis
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 …

[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 …

[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 …

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 …

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 …