[HTML][HTML] Machine learning and remote sensing integration for leveraging urban sustainability: A review and framework
Climate change and rapid urbanisation exacerbated multiple urban issues threatening
urban sustainability. Numerous studies integrated machine learning and remote sensing to …
urban sustainability. Numerous studies integrated machine learning and remote sensing to …
[HTML][HTML] Urban microclimate and building energy models: A review of the latest progress in coupling strategies
Climatic conditions are different in cities than in their geographical environment. Precise
representation of the climatic parameters within an urban context is crucial for obtaining …
representation of the climatic parameters within an urban context is crucial for obtaining …
Impact of urban expansion on land surface temperature and carbon emissions using machine learning algorithms in Wuhan, China
The impact of the rapid expansion of urban land on the urban thermal environment and
carbon chain has attracted widespread attention. This paper uses artificial neural network …
carbon chain has attracted widespread attention. This paper uses artificial neural network …
Assessing the impact of fractional vegetation cover on urban thermal environment: A case study of Hangzhou, China
M Zhang, S Tan, C Zhang, S Han, S Zou… - Sustainable Cities and …, 2023 - Elsevier
The large-scale urbanization has changed the surface characteristics of cities, seriously
affected the urban heat balance, and worsened the urban thermal environment. The …
affected the urban heat balance, and worsened the urban thermal environment. The …
Machine learning in modelling the urban thermal field variance index and assessing the impacts of urban land expansion on seasonal thermal environment
M Zhang, S Tan, C Zhang, E Chen - Sustainable Cities and Society, 2024 - Elsevier
Land use practices in urban areas exert a profound influence on the urban thermal
environment and the pursuit of sustainable development. This paper aims to investigate and …
environment and the pursuit of sustainable development. This paper aims to investigate and …
Predicting Urban Heat Island severity on the census-tract level using Bayesian networks
Urban development and population growth have resulted in several critical impacts on the
society, environment, and economy. One of the main impacts is the increase in temperature …
society, environment, and economy. One of the main impacts is the increase in temperature …
Predicting the impacts of urban development on urban thermal environment using machine learning algorithms in Nanjing, China
M Zhang, S Tan, J Liang, C Zhang, E Chen - Journal of Environmental …, 2024 - Elsevier
The urban thermal environment undergoes significant influences from changes in land
use/land cover (LULC). This article uses CA-ANN and ANN algorithms to forecast LULC and …
use/land cover (LULC). This article uses CA-ANN and ANN algorithms to forecast LULC and …
Predictive modeling of land surface temperature (LST) based on Landsat-8 satellite data and machine learning models for sustainable development
Abstract Accurate prediction of Land Surface Temperature (LST) is critical for understanding
and mitigating the effects of climate change and land use dynamics. This study proposes a …
and mitigating the effects of climate change and land use dynamics. This study proposes a …
Urban tree cover provides consistent mitigation of extreme heat in arid but not humid cities.
Urban land cover types influence the urban microclimates. However, recent work indicates
the magnitude of land cover's microclimate influence is affected by aridity. Moreover, this …
the magnitude of land cover's microclimate influence is affected by aridity. Moreover, this …
Modelling land use/land cover (LULC) change dynamics, future prospects, and its environmental impacts based on geospatial data models and remote sensing data
The dynamic change in land use/land cover (LULC) caused by rapid urbanization has
become a major concern in Lahore, causing a variety of socioeconomic and environmental …
become a major concern in Lahore, causing a variety of socioeconomic and environmental …