Machine learning in landscape ecological analysis: a review of recent approaches

MS Stupariu, SA Cushman, AI Pleşoianu… - Landscape …, 2022 - Springer
Abstract Context Artificial Intelligence (AI) has rapidly developed over the past several
decades. Several related AI approaches, such as Machine Learning (ML), have been …

Relationship between urban spatial form and seasonal land surface temperature under different grid scales

Y Chen, J Yang, W Yu, J Ren, X **ao, JC **a - Sustainable Cities and …, 2023 - Elsevier
The urban heat island (UHI) effect is intensifying with increasing urbanization. As an
important representation of the UHI effect and the urban thermal environment, it is critical to …

Influence of urban morphological characteristics on thermal environment

J Yang, Y Yang, D Sun, C **, X **ao - Sustainable Cities and Society, 2021 - Elsevier
Variation in urban microclimate is closely related to the three-dimensional characteristics of
cities. To reveal the influence of urban spatial forms on land surface temperature (LST), the …

Exploring the relationship between thermal environmental factors and land surface temperature of a “furnace city” based on local climate zones

Z Lin, H Xu, X Yao, C Yang, L Yang - Building and Environment, 2023 - Elsevier
Numerous studies have explored multiple factors that affect the urban thermal environment.
Most current studies focus on establishing the holistic quantitative relationships between the …

Relationship between urban landscape structure and land surface temperature: Spatial hierarchy and interaction effects

L Zhou, F Hu, B Wang, C Wei, D Sun, S Wang - Sustainable Cities and …, 2022 - Elsevier
Urban landscape structure has profound impacts on the urban thermal environment (UTE),
however, the spatial hierarchy and interaction effects of the relationship between them are …

Exploring the impact of urban features on the spatial variation of land surface temperature within the diurnal cycle

Q Wang, X Wang, Y Meng, Y Zhou, H Wang - Sustainable Cities and …, 2023 - Elsevier
Excessive heat in urban areas affects thermal comfort and livability. In order to improve local
thermal environment, correlations patterns between urban features and land surface …

Quantifying the effects of 2D/3D urban landscape patterns on land surface temperature: A perspective from cities of different sizes

H Xu, C Li, Y Hu, S Li, R Kong, Z Zhang - Building and Environment, 2023 - Elsevier
With the continuous development of urbanization, two-dimensional (2D) landscape pattern
is insufficient to explain the complex urban thermal phenomenon, while three-dimensional …

Quantifying the nonlinear relationship between block morphology and the surrounding thermal environment using random forest method

Y Gao, J Zhao, L Han - Sustainable Cities and Society, 2023 - Elsevier
Previous studies have extensively revealed the essential impact of urban morphology on the
local thermal environment, but the nonlinear relationship has not yet been fully understood …

Separate and combined effects of 3D building features and urban green space on land surface temperature

B Yuan, L Zhou, X Dang, D Sun, F Hu, H Mu - Journal of Environmental …, 2021 - Elsevier
Deduction of urban green space (UGS) and the multidimensional growth of building have
exacerbated the urban heat island (UHI). Yet thorough investigations into how 3D building …

The influences of 2D/3D urban morphology on land surface temperature at the block scale in Chinese megacities

Z Zhang, W Luan, J Yang, A Guo, M Su, C Tian - Urban Climate, 2023 - Elsevier
Urban heat island (UHI) effects in core areas of megacities pose significant challenges to
human health, energy consumption, and air quality. Investigating the relationship between …