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[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] Learning the variations in annual spectral-temporal metrics to enhance the transferability of regression models for land cover fraction monitoring
Monitoring the Earth by annually map** land cover (LC) fractions helps to better
understand the ongoing processes and changes of land use and land management. At 10 to …
understand the ongoing processes and changes of land use and land management. At 10 to …
[HTML][HTML] Arctic shrub expansion revealed by Landsat-derived multitemporal vegetation cover fractions in the Western Canadian Arctic
Warming induced shifts in tundra vegetation composition and structure, including
circumpolar expansion of shrubs, modifies ecosystem structure and functioning with …
circumpolar expansion of shrubs, modifies ecosystem structure and functioning with …
[HTML][HTML] Map** urban-rural gradients of settlements and vegetation at national scale using Sentinel-2 spectral-temporal metrics and regression-based unmixing with …
The increasing impact of humans on land and ongoing global population growth requires an
improved understanding of land cover (LC) and land use (LU) processes related to …
improved understanding of land cover (LC) and land use (LU) processes related to …
Detecting subpixel human settlements in mountains using deep learning: A case of the Hindu Kush Himalaya 1990–2020
The majority of future population growth in mountains will occur in small-and medium-sized
cities and towns and affect vulnerable ecosystems. However, mountain settlements are often …
cities and towns and affect vulnerable ecosystems. However, mountain settlements are often …
Pan-European urban green space dynamics: A view from space between 1990 and 2015
Creating and managing urban green infrastructure is an essential part of the sustainable
urban development initiative promoted by the EU governments. To achieve a synergistic …
urban development initiative promoted by the EU governments. To achieve a synergistic …
Fractional cover map** of wildland-urban interface fuels using Landsat, Sentinel 1 and PALSAR imagery
Fuels within the immediate vicinity of a house (eg, within 30–60 m), referred to as the 'home-
ignition zone', are important determinants of structure damage during wildfires. Methods for …
ignition zone', are important determinants of structure damage during wildfires. Methods for …
[HTML][HTML] Advancing peatland vegetation map** by spaceborne imaging spectroscopy
Peatlands contribute to a wide range of ecosystem services. They play an important role as
carbon sinks in their natural state, but when they are drained, they cause carbon emissions …
carbon sinks in their natural state, but when they are drained, they cause carbon emissions …
[HTML][HTML] A novel urban heat vulnerability analysis: Integrating machine learning and remote sensing for enhanced insights
Rapid urbanization and climate change exacerbate the urban heat island effect, increasing
the vulnerability of urban residents to extreme heat. Although many studies have assessed …
the vulnerability of urban residents to extreme heat. Although many studies have assessed …
National-scale imperviousness map** and detection of urban land changes
S Xu, S Fina - ISPRS Journal of Photogrammetry and Remote …, 2023 - Elsevier
With high land take for urbanization a serious concern, the European Union and Member
States have set quantitative targets for limiting land take in Europe. Consistent and reliable …
States have set quantitative targets for limiting land take in Europe. Consistent and reliable …