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Optimization of state-of-the-art fuzzy-metaheuristic ANFIS-based machine learning models for flood susceptibility prediction map** in the Middle Ganga Plain, India
This study is an attempt to quantitatively test and compare novel advanced-machine
learning algorithms in terms of their performance in achieving the goal of predicting flood …
learning algorithms in terms of their performance in achieving the goal of predicting flood …
Landslide susceptibility evaluation and management using different machine learning methods in the Gallicash River Watershed, Iran
This analysis aims to generate landslide susceptibility maps (LSMs) using various machine
learning methods, namely random forest (RF), alternative decision tree (ADTree) and …
learning methods, namely random forest (RF), alternative decision tree (ADTree) and …
A novel ensemble approach for landslide susceptibility map** (LSM) in Darjeeling and Kalimpong districts, West Bengal, India
Landslides are among the most harmful natural hazards for human beings. This study aims
to delineate landslide hazard zones in the Darjeeling and Kalimpong districts of West …
to delineate landslide hazard zones in the Darjeeling and Kalimpong districts of West …
Evaluation of different boosting ensemble machine learning models and novel deep learning and boosting framework for head-cut gully erosion susceptibility
W Chen, X Lei, R Chakrabortty, SC Pal… - Journal of …, 2021 - Elsevier
The objective of this study is to assess the gully head-cut erosion susceptibility and identify
gully erosion prone areas in the Meimand watershed, Iran. In recent years, this study area …
gully erosion prone areas in the Meimand watershed, Iran. In recent years, this study area …
[HTML][HTML] Comparison of machine learning models for gully erosion susceptibility map**
A Arabameri, W Chen, M Loche, X Zhao, Y Li… - Geoscience …, 2020 - Elsevier
Gully erosion is a disruptive phenomenon which extensively affects the Iranian territory,
especially in the Northern provinces. A number of studies have been recently undertaken to …
especially in the Northern provinces. A number of studies have been recently undertaken to …
Assessment of landslide susceptibility using statistical-and artificial intelligence-based FR–RF integrated model and multiresolution DEMs
Landslide is one of the most important geomorphological hazards that cause significant
ecological and economic losses and results in billions of dollars in financial losses and …
ecological and economic losses and results in billions of dollars in financial losses and …
GIS-based landslide susceptibility map** using numerical risk factor bivariate model and its ensemble with linear multivariate regression and boosted regression …
In this study, a novel approach of the landslide numerical risk factor (LNRF) bivariate model
was used in ensemble with linear multivariate regression (LMR) and boosted regression …
was used in ensemble with linear multivariate regression (LMR) and boosted regression …
Predicting the deforestation probability using the binary logistic regression, random forest, ensemble rotational forest, REPTree: A case study at the Gumani River …
S Saha, M Saha, K Mukherjee, A Arabameri… - Science of the Total …, 2020 - Elsevier
Rapid population growth and its corresponding effects like the expansion of human
settlement, increasing agricultural land, and industry lead to the loss of forest area in most …
settlement, increasing agricultural land, and industry lead to the loss of forest area in most …
Morphometric analysis for soil erosion susceptibility map** using novel gis-based ensemble model
The morphometric characteristics of the Kalvārī basin were analyzed to prioritize sub-basins
based on their susceptibility to erosion by water using a remote sensing-based data and a …
based on their susceptibility to erosion by water using a remote sensing-based data and a …
Machine learning-based gully erosion susceptibility map**: A case study of Eastern India
Gully erosion is a form of natural disaster and one of the land loss mechanisms causing
severe problems worldwide. This study aims to delineate the areas with the most severe …
severe problems worldwide. This study aims to delineate the areas with the most severe …