Spectral saturation in the remote sensing of high-density vegetation traits: A systematic review of progress, challenges, and prospects

O Mutanga, A Masenyama, M Sibanda - ISPRS Journal of Photogrammetry …, 2023 - Elsevier
The saturation of spectral reflectance within densely vegetated regions is a renowned
challenge that has precluded the optimal use of broad-band remotely sensed data and its …

[HTML][HTML] Remote sensing of grassland production and management—A review

S Reinermann, S Asam, C Kuenzer - Remote Sensing, 2020 - mdpi.com
Grasslands cover one third of the earth's terrestrial surface and are mainly used for livestock
production. The usage type, use intensity and condition of grasslands are often unclear …

[HTML][HTML] Integration of machine learning and remote sensing for above ground biomass estimation through Landsat-9 and field data in temperate forests of the …

SA Anees, K Mehmood, WR Khan, M Sajjad… - Ecological …, 2024 - Elsevier
Accurately estimating aboveground biomass (AGB) in forest ecosystems facilitates efficient
resource management, carbon accounting, and conservation efforts. This study examines …

[HTML][HTML] The use of machine learning methods to estimate aboveground biomass of grasslands: A review

TG Morais, RFM Teixeira, M Figueiredo… - Ecological indicators, 2021 - Elsevier
The study of grasslands using machine learning (ML) methods combined with
proximal/remote sensing data (RS) has been steadily increasing in the last decades …

Remote sensing approaches for monitoring mangrove species, structure, and biomass: Opportunities and challenges

TD Pham, N Yokoya, DT Bui, K Yoshino, DA Friess - Remote Sensing, 2019 - mdpi.com
The mangrove ecosystem plays a vital role in the global carbon cycle, by reducing
greenhouse gas emissions and mitigating the impacts of climate change. However …

Nationwide native forest structure maps for Argentina based on forest inventory data, SAR Sentinel-1 and vegetation metrics from Sentinel-2 imagery

EMO Silveira, VC Radeloff, S Martinuzzi… - Remote Sensing of …, 2023 - Elsevier
Detailed maps of forest structure attributes are crucial for sustainable forest management,
conservation, and forest ecosystem science at the landscape level. Map** the structure of …

Fusing simulated GEDI, ICESat-2 and NISAR data for regional aboveground biomass map**

CA Silva, L Duncanson, S Hancock… - Remote Sensing of …, 2021 - Elsevier
Accurate map** of forest aboveground biomass (AGB) is critical for better understanding
the role of forests in the global carbon cycle. NASA's current GEDI and ICESat-2 missions as …

Estimation and map** of above-ground biomass of mangrove forests and their replacement land uses in the Philippines using Sentinel imagery

JAA Castillo, AA Apan, TN Maraseni… - ISPRS Journal of …, 2017 - Elsevier
The recent launch of the Sentinel-1 (SAR) and Sentinel-2 (multispectral) missions offers a
new opportunity for land-based biomass map** and monitoring especially in the tropics …

[HTML][HTML] Deep point cloud regression for above-ground forest biomass estimation from airborne LiDAR

S Oehmcke, L Li, K Trepekli, JC Revenga… - Remote Sensing of …, 2024 - Elsevier
Quantifying forest biomass stocks and their dynamics is important for implementing effective
climate change mitigation measures by aiding local forest management, studying processes …

[HTML][HTML] Advances in Earth observation and machine learning for quantifying blue carbon

TD Pham, NT Ha, N Saintilan, A Skidmore… - Earth-Science …, 2023 - Elsevier
Blue carbon ecosystems (mangroves, seagrasses and saltmarshes) are highly productive
coastal habitats, and are considered some of the most carbon-dense ecosystems on Earth …