Mapping local climate zones for cities: A large review

F Huang, S Jiang, W Zhan, B Bechtel, Z Liu… - Remote Sensing of …, 2023 - Elsevier
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 …

[HTML][HTML] 多源遥感图像融合发展现状与未来展望

李树涛, 李聪妤, 康旭东 - 遥感学报, 2021 - ygxb.ac.cn
近年来, 随着遥感技术的发展, 高光谱, 红外, 雷达等多源遥感成像手段在精准农业, 资源调查,
环境监测, 军事国防等重要领域发挥着越来越重要的作用. 同一场景多源遥感图像观测的地物 …

Integrating geographic knowledge into deep learning for spatiotemporal local climate zone mapping derived thermal environment exploration across Chinese climate …

Q Zhu, L Ran, Y Zhang, Q Guan - ISPRS Journal of Photogrammetry and …, 2024 - Elsevier
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 …

Sentinel-1 and Sentinel-2 data fusion for urban change detection using a dual stream U-Net

S Hafner, A Nascetti, H Azizpour… - IEEE Geoscience and …, 2021 - ieeexplore.ieee.org
Urbanization is progressing rapidly around the world. With sub-weekly revisits at global
scale, Sentinel-1 synthetic aperture radar (SAR) and Sentinel-2 multispectral imager (MSI) …

The QXS-SAROPT dataset for deep learning in SAR-optical data fusion

M Huang, Y Xu, L Qian, W Shi, Y Zhang, W Bao… - arXiv preprint arXiv …, 2021 - arxiv.org
Deep learning techniques have made an increasing impact on the field of remote sensing.
However, deep neural networks based fusion of multimodal data from different remote …

Deep learning-based local climate zone classification using Sentinel-1 SAR and Sentinel-2 multispectral imagery

L Zhou, Z Shao, S Wang, X Huang - Geo-Spatial Information …, 2022 - Taylor & Francis
As a newly developed classification system, the LCZ scheme provides a research framework
for Urban Heat Island (UHI) studies and standardizes the worldwide urban temperature …

Mapping local climate zones: A bibliometric meta-analysis and systematic review

S Jiang, F Huang, W Zhan, B Bechtel, Z Liu… - 2021 - osf.io
This study uses the statistical and meta-analysis methods to comprehensively review 324
LCZ papers during 2012-2020, 202 of which are categorized as LCZ mapping papers. We …

Local Climate Zone Classification via Semi-supervised Multimodal Multiscale Transformer

H Lin, H Wang, J Yin, J Yang - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Local climate zone (LCZ) classification plays a critical role in urban environment research
and has attracted extensive attention from many researchers. However, the potential of deep …

[HTML][HTML] Seasonal surface urban heat island analysis based on local climate zones

Y Xi, S Wang, Y Zou, XC Zhou, Y Zhang - Ecological Indicators, 2024 - Elsevier
A fundamental aspect of ensuring urban sustainability is a comprehensive understanding of
the driving mechanisms behind the urban heat island (UHI) phenomenon. The primary …

DF4LCZ: A SAM-Empowered Data Fusion Framework for Scene-Level Local Climate Zone Classification

Q Wu, X Ma, J Sui, MO Pun - IEEE Transactions on Geoscience …, 2024 - ieeexplore.ieee.org
Recent advances in remote sensing technologies have highlighted their capability for
accurate classification of local climate zones (LCZs). However, traditional methods using …