Remote sensing and machine learning tools to support wetland monitoring: a meta-analysis of three decades of research
Despite their importance to ecosystem services, wetlands are threatened by pollution and
development. Over the last few decades, a growing number of wetland studies employed …
development. Over the last few decades, a growing number of wetland studies employed …
Machine learning-based spatial-temporal assessment and change transition analysis of wetlands: An application of Google Earth Engine in Sylhet, Bangladesh (1985 …
Wetlands are crucial ecosystems as they enhance the quality of groundwater, protect from
natural hazards, control erosion, and provide habitat to rare species of flora and fauna …
natural hazards, control erosion, and provide habitat to rare species of flora and fauna …
Novel hybrid models to enhance the efficiency of groundwater potentiality model
The present study aimed to create novel hybrid models to produce groundwater potentiality
models (GWP) in the Teesta River basin of Bangladesh. Six ensemble machine learning …
models (GWP) in the Teesta River basin of Bangladesh. Six ensemble machine learning …
Evaluation and mapping of predicted future land use changes using hybrid models in a coastal area
Future prediction modeling of land use/land cover (LULC) is crucial for coastal regions due
to unique challenges and vulnerabilities associated with these areas. This research aims to …
to unique challenges and vulnerabilities associated with these areas. This research aims to …
Probabilistic coastal wetland mapping with integration of optical, SAR and hydro-geomorphic data through stacking ensemble machine learning model
The present study focuses on preparing the wetland map using earth observation data and
applying a novel ensemble model. Eight advanced machine learning algorithms were …
applying a novel ensemble model. Eight advanced machine learning algorithms were …
[HTML][HTML] Citrus orchard mapping in Juybar, Iran: Analysis of NDVI time series and feature fusion of multi-source satellite imageries
Nowadays crop mapping as an interdisciplinary hot topic attracted both agriculture and
remote sensing researchers' interests. This study proposed an automatic method to map …
remote sensing researchers' interests. This study proposed an automatic method to map …
Effects of multi-growth periods UAV images on classifying karst wetland vegetation communities using object-based optimization stacking algorithm
Combining machine learning algorithms with multi-temporal remote sensing data for fine
classification of wetland vegetation has received wide attention from researchers. However …
classification of wetland vegetation has received wide attention from researchers. However …
Mapping small inland wetlands in the South-Kivu province by integrating optical and SAR data with statistical models for accurate distribution assessment
There are several techniques for mapping wetlands. In this study, we examined four
statistical models to assess the potential distribution of wetlands in the South-Kivu province …
statistical models to assess the potential distribution of wetlands in the South-Kivu province …
[HTML][HTML] Mapping and classification of Liao River Delta coastal wetland based on time series and multi-source GaoFen images using stacking ensemble model
H Qian, N Bao, D Meng, B Zhou, H Lei, H Li - Ecological Informatics, 2024 - Elsevier
The precise mapping of coastal wetlands holds great significance for monitoring carbon
sequestration and storage within coastal ecosystems, particularly in light of climate change …
sequestration and storage within coastal ecosystems, particularly in light of climate change …
Comparative evaluation of operational land imager sensor on board landsat 8 and landsat 9 for land use land cover mapping over a heterogeneous landscape
Since its advent in 1972, the Landsat satellites have witnessed consistent improvements in
sensor characteristics, which have significantly improved accuracy. In this study, a …
sensor characteristics, which have significantly improved accuracy. In this study, a …