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This book discusses various statistical models and their
implications for developing landslide susceptibility and risk
zonation maps. It also presents a range of statistical techniques,
i.e. bivariate and multivariate statistical models and machine
learning models, as well as multi-criteria evaluation,
pseudo-quantitative and probabilistic approaches. As such, it
provides methods and techniques for RS & GIS-based models in
spatial distribution for all those engaged in the preparation and
development of projects, research, training courses and
postgraduate studies. Further, the book offers a valuable resource
for students using RS & GIS techniques in their studies.
This book focuses on the spatial distribution of landslide hazards
of the Darjeeling Himalayas. Knowledge driven methods and
statistical techniques such as frequency ratio model (FRM),
information value model (IVM), logistic regression model (LRM),
index overlay model (IOM), certainty factor model (CFM), analytical
hierarchy process (AHP), artificial neural network model (ANN), and
fuzzy logic have been adopted to identify landslide susceptibility.
In addition, a comparison between various statistical models were
made using success rate cure (SRC) and it was found that artificial
neural network model (ANN), certainty factor model (CFM) and
frequency ratio based fuzzy logic approach are the most reliable
statistical techniques in the assessment and prediction of
landslide susceptibility in the Darjeeling Himalayas. The study
identified very high, high, moderate, low and very low landslide
susceptibility locations to take site-specific management options
as well as to ensure developmental activities in theDarjeeling
Himalayas. Particular attention is given to the assessment of
various geomorphic, geotectonic and geohydrologic attributes that
help to understand the role of different factors and corresponding
classes in landslides, to apply different models, and to monitor
and predict landslides. The use of various statistical and physical
models to estimate landslide susceptibility is also discussed. The
causes, mechanisms and types of landslides and their destructive
character are elaborated in the book. Researchers interested in
applying statistical tools for hazard zonation purposes will find
the book appealing.
In the present authors attempted to have a clear insight into the
interworking of geotectonic, geomorphic, hydrologic and
anthropogenic factors leading to landslide in the Shiv khola
Watershed, the most worst affected region of Darjiling Himalaya.
This book includes the parameters responsible for landslide events
in mountainous areas. It provides knowledge and understanding to
the local people, planners, and policy makers about the causes and
consequences of landslides as well as provides a suitable method to
mitigate the landslips. The book deals with the role of land, water
and soil in landslide phenomena. These three attributes have been
described in terms of critical rainfall, critical slope, critical
height and changes and development of drainage network in
landslides. Mitigations and site-specific management options are
evaluated considering the roles of local govt., community and other
organizations in both pre-slide and post-slide periods. Various
scientific methods have been used to assess the landslides that
will bring about tremendous help to researchers in the field. In
particular, Researchers in Mountain Geomorphology and Geological
and Geographical Society will get tremendous help from some topics
such as 1-D slope stability model, SCS Curve Number Technique,
Assessment of morphological parameters, application of RS &
GIS, Application of Analytical Hierarchy Process. Semi-quantitative
approach is followed for understanding spatial distribution of
cohesion, friction angle slope, lithology and lineaments, drainage,
upslope contributing area, land use and land cover types etc. This
book also reveals some techniques and models for initiating slope
instability.
* This book deals with modern scientific methods and techniques to
analyse fluvial process. * It highlights the concept of river
channel stability and instability using channel morphology and
demonstrates field techniques to assess channel morphology. * It
will be useful for students, teachers and researchers of geography,
earth sciences and environmental geology across UK and US. It will
also be useful for geographers, civil engineers, hydrologists,
geomorphologists, planners and other concerned authorities who are
working on fluvial processes and riverbank erosion problems
worldwide.
In the present authors attempted to have a clear insight into the
interworking of geotectonic, geomorphic, hydrologic and
anthropogenic factors leading to landslide in the Shiv khola
Watershed, the most worst affected region of Darjiling Himalaya.
This book includes the parameters responsible for landslide events
in mountainous areas. It provides knowledge and understanding to
the local people, planners, and policy makers about the causes and
consequences of landslides as well as provides a suitable method to
mitigate the landslips. The book deals with the role of land, water
and soil in landslide phenomena. These three attributes have been
described in terms of critical rainfall, critical slope, critical
height and changes and development of drainage network in
landslides. Mitigations and site-specific management options are
evaluated considering the roles of local govt., community and other
organizations in both pre-slide and post-slide periods. Various
scientific methods have been used to assess the landslides that
will bring about tremendous help to researchers in the field. In
particular, Researchers in Mountain Geomorphology and Geological
and Geographical Society will get tremendous help from some topics
such as 1-D slope stability model, SCS Curve Number Technique,
Assessment of morphological parameters, application of RS &
GIS, Application of Analytical Hierarchy Process. Semi-quantitative
approach is followed for understanding spatial distribution of
cohesion, friction angle slope, lithology and lineaments, drainage,
upslope contributing area, land use and land cover types etc. This
book also reveals some techniques and models for initiating slope
instability.
This book focuses on the spatial distribution of landslide hazards
of the Darjeeling Himalayas. Knowledge driven methods and
statistical techniques such as frequency ratio model (FRM),
information value model (IVM), logistic regression model (LRM),
index overlay model (IOM), certainty factor model (CFM), analytical
hierarchy process (AHP), artificial neural network model (ANN), and
fuzzy logic have been adopted to identify landslide susceptibility.
In addition, a comparison between various statistical models were
made using success rate cure (SRC) and it was found that artificial
neural network model (ANN), certainty factor model (CFM) and
frequency ratio based fuzzy logic approach are the most reliable
statistical techniques in the assessment and prediction of
landslide susceptibility in the Darjeeling Himalayas. The study
identified very high, high, moderate, low and very low landslide
susceptibility locations to take site-specific management options
as well as to ensure developmental activities in theDarjeeling
Himalayas. Particular attention is given to the assessment of
various geomorphic, geotectonic and geohydrologic attributes that
help to understand the role of different factors and corresponding
classes in landslides, to apply different models, and to monitor
and predict landslides. The use of various statistical and physical
models to estimate landslide susceptibility is also discussed. The
causes, mechanisms and types of landslides and their destructive
character are elaborated in the book. Researchers interested in
applying statistical tools for hazard zonation purposes will find
the book appealing.
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