Jagabandhu Roy
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View article: Ensemble hybrid machine learning methods for gully erosion susceptibility mapping: K-fold cross validation approach
Ensemble hybrid machine learning methods for gully erosion susceptibility mapping: K-fold cross validation approach Open
Gully erosion is one of the important problems creating barrier to agricultural development. The present research used the radial basis function neural network (RBFnn) and its ensemble with random sub-space (RSS) and rotation forest (RTF) …
View article: Associated impact of the COVID-19 induced lockdown on air quality of Kolkata Metropolitan Area (India)
Associated impact of the COVID-19 induced lockdown on air quality of Kolkata Metropolitan Area (India) Open
As a pandemic, COVID 19 spread worldwide in early 2020.Primarily densely populated countries had remained vulnerable due to this biological hazard.Many people were forced to stay home owing to nature of the disease and no respite.A nationw…
View article: Comparison between Deep Learning and Tree-Based Machine Learning Approaches for Landslide Susceptibility Mapping
Comparison between Deep Learning and Tree-Based Machine Learning Approaches for Landslide Susceptibility Mapping Open
The efficiency of deep learning and tree-based machine learning approaches has gained immense popularity in various fields. One deep learning model viz. convolution neural network (CNN), artificial neural network (ANN) and four tree-based …
View article: Measuring landslide vulnerability status of Chukha, Bhutan using deep learning algorithms
Measuring landslide vulnerability status of Chukha, Bhutan using deep learning algorithms Open
Landslides are major natural hazards that have a wide impact on human life, property, and natural environment. This study is intended to provide an improved framework for the assessment of landslide vulnerability mapping (LVM) in Chukha Dz…
View article: Spatial prediction of shallow landslide: application of novel rotational forest-based reduced error pruning tree
Spatial prediction of shallow landslide: application of novel rotational forest-based reduced error pruning tree Open
Landslides are a form of soil erosion threatening the sustainability of some areas of the world. There is, therefore, a need to investigate landslide rates and behaviour. In this research, we introduced a novel hybrid artificial intelligen…
View article: Novel Ensemble Approaches of Machine Learning Techniques in Modeling the Gully Erosion Susceptibility
Novel Ensemble Approaches of Machine Learning Techniques in Modeling the Gully Erosion Susceptibility Open
Gully erosion has become one of the major environmental issues, due to the severity of its impact in many parts of the world. Gully erosion directly and indirectly affects agriculture and infrastructural development. The Golestan Dam basin…
View article: Machine Learning-Based Gully Erosion Susceptibility Mapping: A Case Study of Eastern India
Machine Learning-Based Gully Erosion Susceptibility Mapping: A Case Study of Eastern India Open
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 gully erosion susceptibility (GES) using the machine learning te…
View article: Landslide Susceptibility Evaluation and Management Using Different Machine Learning Methods in The Gallicash River Watershed, Iran
Landslide Susceptibility Evaluation and Management Using Different Machine Learning Methods in The Gallicash River Watershed, Iran Open
This analysis aims to generate landslide susceptibility maps (LSMs) using various machine learning methods, namely random forest (RF), alternative decision tree (ADTree) and Fisher’s Linear Discriminant Function (FLDA). The results of the …
View article: Application of Probabilistic and Machine Learning Models for Groundwater Potentiality Mapping in Damghan Sedimentary Plain, Iran
Application of Probabilistic and Machine Learning Models for Groundwater Potentiality Mapping in Damghan Sedimentary Plain, Iran Open
Groundwater is one of the most important natural resources, as it regulates the earth’s hydrological system. The Damghan sedimentary plain area, located in the region of a semi-arid climate of Iran, has very critical conditions of groundwa…
View article: A Novel Ensemble Approach for Landslide Susceptibility Mapping (LSM) in Darjeeling and Kalimpong Districts, West Bengal, India
A Novel Ensemble Approach for Landslide Susceptibility Mapping (LSM) in Darjeeling and Kalimpong Districts, West Bengal, India Open
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 Bengal, India using a novel ensemble approach combining the weigh…
View article: Landslide susceptibility mapping using knowledge driven statistical models in Darjeeling District, West Bengal, India
Landslide susceptibility mapping using knowledge driven statistical models in Darjeeling District, West Bengal, India Open
Landslide is an important geological hazard in the large extent of geo-environment, damaging the human lives and properties. The present work, intends to identify the landslide susceptibility zones for Darjeeling, India, using the ensemble…