Mapping local climate zones for cities: A large review
The local climate zone (LCZ) system provides a universal classification mechanism for
urban and natural landscapes and plays an increasingly important role in urban climate …
urban and natural landscapes and plays an increasingly important role in urban climate …
A global map of Local Climate Zones to support earth system modelling and urban scale environmental science
There is a scientific consensus on the need for spatially detailed information on urban
landscapes at a global scale. These data can support a range of environmental services …
landscapes at a global scale. These data can support a range of environmental services …
A literature survey of local climate zone classification: Status, application, and prospect
W Feng, J Liu - Buildings, 2022 - mdpi.com
Rapid urban expansion and climate change have prompted further investigations into urban
thermal climates and the development of local climate zone (LCZ) classification systems …
thermal climates and the development of local climate zone (LCZ) classification systems …
Integrating geographic knowledge into deep learning for spatiotemporal local climate zone mapping derived thermal environment exploration across Chinese climate …
Abstract The Local Climate Zone (LCZ) scheme representing urban structure and land use
pattern is essential for urban heat island (UHI) research. Fine-grained LCZ mapping …
pattern is essential for urban heat island (UHI) research. Fine-grained LCZ mapping …
[HTML][HTML] Downscaling MODIS nighttime land surface temperatures in urban areas using ASTER thermal data through local linear forest
Spatial downscaling effectively produces high spatiotemporal resolution land surface
temperature (LST) in urban areas. Although nighttime LST is an essential indicator in urban …
temperature (LST) in urban areas. Although nighttime LST is an essential indicator in urban …
Potential of hybrid CNN-RF model for early crop mapping with limited input data
When sufficient time-series images and training data are unavailable for crop classification,
features extracted from convolutional neural network (CNN)-based representative learning …
features extracted from convolutional neural network (CNN)-based representative learning …
[HTML][HTML] Local climate zone classification using a multi-scale, multi-level attention network
M Kim, D Jeong, Y Kim - ISPRS Journal of Photogrammetry and Remote …, 2021 - Elsevier
Abstract Local Climate Zones (LCZ) offer a climate-aware and standardized classification
scheme composed of 17 urban and natural landscape classes. Recent deep learning-based …
scheme composed of 17 urban and natural landscape classes. Recent deep learning-based …
Mechanisms of non-stationary influence of urban form on the diurnal thermal environment based on machine learning and MGWR analysis
J Zhao, F Guo, H Zhang, J Dong - Sustainable Cities and Society, 2024 - Elsevier
The non-stationary impact of urban form at block scale on the diurnal thermal environment
has not been extensively studied. To fill the gap, a comprehensive multi-scale research …
has not been extensively studied. To fill the gap, a comprehensive multi-scale research …
Geographical detection of urban thermal environment based on the local climate zones: A case study in Wuhan, China
The urban morphology has impacts on the urban thermal environment, which has drawn
extensive attention, especially in metropolitan regions with intensive populations and high …
extensive attention, especially in metropolitan regions with intensive populations and high …
Comparing object-based and pixel-based methods for local climate zones mapping with multi-source data
The local climate zones (LCZs) system, a standard framework characterizing urban form and
environment, effectively promotes urban remote sensing research, especially urban heat …
environment, effectively promotes urban remote sensing research, especially urban heat …