[HTML][HTML] Machine learning and remote sensing integration for leveraging urban sustainability: A review and framework

F Li, T Yigitcanlar, M Nepal, K Nguyen, F Dur - Sustainable Cities and …, 2023 - Elsevier
Climate change and rapid urbanisation exacerbated multiple urban issues threatening
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

VD Pham, F Thiel, D Frantz, A Okujeni, F Schug… - Remote Sensing of …, 2024 - Elsevier
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 …

[HTML][HTML] Arctic shrub expansion revealed by Landsat-derived multitemporal vegetation cover fractions in the Western Canadian Arctic

L Nill, I Grünberg, T Ullmann, M Gessner… - Remote Sensing of …, 2022 - Elsevier
Warming induced shifts in tundra vegetation composition and structure, including
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 …

F Schug, D Frantz, A Okujeni, S van Der Linden… - Remote Sensing of …, 2020 - Elsevier
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 …

Detecting subpixel human settlements in mountains using deep learning: A case of the Hindu Kush Himalaya 1990–2020

THK Chen, B Pandey, KC Seto - Remote Sensing of Environment, 2023 - Elsevier
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 …

Pan-European urban green space dynamics: A view from space between 1990 and 2015

F Xu, J Yan, S Heremans, B Somers - Landscape and Urban Planning, 2022 - Elsevier
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 …

Fractional cover map** of wildland-urban interface fuels using Landsat, Sentinel 1 and PALSAR imagery

L Collins, L Guindon, C Lloyd, SW Taylor… - Remote Sensing of …, 2024 - Elsevier
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 …

[HTML][HTML] Advancing peatland vegetation map** by spaceborne imaging spectroscopy

M Arasumani, F Thiel, VD Pham, C Hellmann… - Ecological …, 2023 - Elsevier
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 …

[HTML][HTML] A novel urban heat vulnerability analysis: Integrating machine learning and remote sensing for enhanced insights

F Li, T Yigitcanlar, M Nepal, KN Thanh, F Dur - Remote Sensing, 2024 - mdpi.com
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 …

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 …