Landslide Susceptibility Modeling

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Landslide Susceptibility Modeling

Author : Hiromitsu Yamagishi
Publisher : Elsevier
ISBN 13 : 9780128235058
Total Pages : 300 pages
Book Rating : 4.2/5 (35 download)

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Book Synopsis Landslide Susceptibility Modeling by : Hiromitsu Yamagishi

Download or read book Landslide Susceptibility Modeling written by Hiromitsu Yamagishi and published by Elsevier. This book was released on 2023-01-15 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: In Landslide Susceptibility Mapping Paradigm: A Practical Guide for Landslide Susceptibility and Hazard Assessments expert researchers detail how remote sensing and GIS are now being used in landslide susceptibility mapping. Landslides are a significant environmental problem in many countries. The destructive outcomes of landslides in relation to life and property are severe and much higher than any other natural disaster. Since the causes of landslides are obscure and are beyond human control, it is practically impossible to prevent landslides. The task before the researchers, planner and administrator, therefore lies with the identification of hazard-prone areas and their zonation in different scales for preparedness and mitigation. Each chapter in Landslide Susceptibility Mapping Paradigm describes a methodology that has been successfully used in the past and can therefore be applied for mapping landslide susceptibility. With the sample data provided along with the publication and several case study examples of different models of landslide susceptibility maps, researchers across the earth sciences as well as those working in hazard and disaster preparedness will have the tools to create susceptibility maps for specific locales. Address the key issues and challenges in landslide inventory mapping Features step-by-step guidelines in landslide susceptibility modeling, from traditional methods to advanced machine learning techniques Companion website includes data and codes used in the book as well as video tutorials

Geoinformatics and Modelling of Landslide Susceptibility and Risk

Author : Sujit Mandal
Publisher : Springer
ISBN 13 : 3030104958
Total Pages : 223 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Geoinformatics and Modelling of Landslide Susceptibility and Risk by : Sujit Mandal

Download or read book Geoinformatics and Modelling of Landslide Susceptibility and Risk written by Sujit Mandal and published by Springer. This book was released on 2019-05-28 with total page 223 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Spatial Modeling in GIS and R for Earth and Environmental Sciences

Author : Hamid Reza Pourghasemi
Publisher : Elsevier
ISBN 13 : 0128156953
Total Pages : 798 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Spatial Modeling in GIS and R for Earth and Environmental Sciences by : Hamid Reza Pourghasemi

Download or read book Spatial Modeling in GIS and R for Earth and Environmental Sciences written by Hamid Reza Pourghasemi and published by Elsevier. This book was released on 2019-01-18 with total page 798 pages. Available in PDF, EPUB and Kindle. Book excerpt: Spatial Modeling in GIS and R for Earth and Environmental Sciences offers an integrated approach to spatial modelling using both GIS and R. Given the importance of Geographical Information Systems and geostatistics across a variety of applications in Earth and Environmental Science, a clear link between GIS and open source software is essential for the study of spatial objects or phenomena that occur in the real world and facilitate problem-solving. Organized into clear sections on applications and using case studies, the book helps researchers to more quickly understand GIS data and formulate more complex conclusions. The book is the first reference to provide methods and applications for combining the use of R and GIS in modeling spatial processes. It is an essential tool for students and researchers in earth and environmental science, especially those looking to better utilize GIS and spatial modeling. Offers a clear, interdisciplinary guide to serve researchers in a variety of fields, including hazards, land surveying, remote sensing, cartography, geophysics, geology, natural resources, environment and geography Provides an overview, methods and case studies for each application Expresses concepts and methods at an appropriate level for both students and new users to learn by example

Geographic Information Systems for Geoscientists

Author : Graeme F. Bonham-Carter
Publisher : Elsevier
ISBN 13 : 1483144941
Total Pages : 417 pages
Book Rating : 4.4/5 (831 download)

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Book Synopsis Geographic Information Systems for Geoscientists by : Graeme F. Bonham-Carter

Download or read book Geographic Information Systems for Geoscientists written by Graeme F. Bonham-Carter and published by Elsevier. This book was released on 2014-05-18 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: Geographic Information Systems for Geoscientists: Modelling with GIS provides an introduction to the ideas and practice of GIS to students and professionals from a variety of geoscience backgrounds. The emphasis in the book is to show how spatial data from various sources (principally paper maps, digital images and tabular data from point samples) can be captured in a GIS database, manipulated, and transformed to extract particular features in the data, and combined together to produce new derived maps, that are useful for decision-making and for understanding spatial interrelationship. The book begins by defining the meaning, purpose, and functions of GIS. It then illustrates a typical GIS application. Subsequent chapters discuss methods for organizing spatial data in a GIS; data input and data visualization; transformation of spatial data from one data structure to another; and the combination, analysis, and modeling of maps in both raster and vector formats. This book is intended as both a textbook for a course on GIS, and also for those professional geoscientists who wish to understand something about the subject. Readers with a mathematical bent will get more out of the later chapters, but relatively non-numerate individuals will understand the general purpose and approach, and will be able to apply methods of map modeling to clearly-defined problems.

Laser Scanning Applications in Landslide Assessment

Author : Biswajeet Pradhan
Publisher : Springer
ISBN 13 : 3319553429
Total Pages : 359 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Laser Scanning Applications in Landslide Assessment by : Biswajeet Pradhan

Download or read book Laser Scanning Applications in Landslide Assessment written by Biswajeet Pradhan and published by Springer. This book was released on 2017-05-04 with total page 359 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is related to various applications of laser scanning in landslide assessment. Landslide detection approaches, susceptibility, hazard, vulnerability assessment and various modeling techniques are presented. Optimization of landslide conditioning parameters and use of heuristic, statistical, data mining approaches, their advantages and their relationship with landslide risk assessment are discussed in detail. The book contains scanning data in tropical forests; its indicators, assessment, modeling and implementation. Additionally, debris flow modeling and analysis including source of debris flow identification and rockfall hazard assessment are also presented.

GIS Landslide

Author : Hiromitsu Yamagishi
Publisher : Springer
ISBN 13 : 4431543910
Total Pages : 230 pages
Book Rating : 4.4/5 (315 download)

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Book Synopsis GIS Landslide by : Hiromitsu Yamagishi

Download or read book GIS Landslide written by Hiromitsu Yamagishi and published by Springer. This book was released on 2017-05-16 with total page 230 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents landslide studies using the geographic information system (GIS), which includes not only the science of GIS and remote sensing, but also technical innovations, such as detailed light detection and ranging profiles, among others. To date most of the research on landslides has been found in journals on topography, geology, geo-technology, landslides, and GIS, and is limited to specific scientific aspects. Although journal articles on GIS using landslide studies are abundant, there are very few books on this topic. This book is designed to fill that gap and show how the latest GIS technology can contribute in terms of landslide studies. In a related development, the GIS Landslide Workshop was established in Japan 7 years ago in order to communicate and solve the scientific as well as technical problems of GIS analyses, such as how to use GIS software and its functions. The workshop has significantly contributed to progress in the field. Included among the chapters of this book are GIS using susceptibility mapping, analyses of deep-seated and shallow landslides, measuring and visualization of landslide distribution in relation to topography, geological facies and structures, rivers, land use, and infrastructures such as roads and streets. Filled with photographs, figures, and tables, this book is of great value to researchers in the fields of geography, geology, seismology, environment, remote sensing, and atmospheric research, as well as to students in these fields.

Landslides: Theory, Practice and Modelling

Author : S.P. Pradhan
Publisher : Springer
ISBN 13 : 3319773771
Total Pages : 322 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Landslides: Theory, Practice and Modelling by : S.P. Pradhan

Download or read book Landslides: Theory, Practice and Modelling written by S.P. Pradhan and published by Springer. This book was released on 2018-06-28 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book, with contributions from international landslide experts, presents in-depth knowledge of theories, practices, and modern numerical techniques for landslide analysis. Landslides are a reoccurring problem across the world and need to be properly studied for their mitigation and control. Due to increased natural and anthropogenic activities, chances of landslide occurrence and associated hazards have increased. The book focuses on landslide dynamics, mechanisms and processes along with hazard mitigation using geo-engineering, structural, geophysical and numerical tools. The book contains a wealth of the latest information on all aspects of theory, practices and modelling tools and techniques involved in prediction, prevention, monitoring, mitigation and risk analysis of landslide hazards. This book will bring the reader up to date on the latest trends in landslide studies and will help planners, engineers, scientists and researchers working on landslide engineering.

Feature Engineering for Machine Learning

Author : Alice Zheng
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491953195
Total Pages : 218 pages
Book Rating : 4.4/5 (919 download)

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Book Synopsis Feature Engineering for Machine Learning by : Alice Zheng

Download or read book Feature Engineering for Machine Learning written by Alice Zheng and published by "O'Reilly Media, Inc.". This book was released on 2018-03-23 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: Feature engineering is a crucial step in the machine-learning pipeline, yet this topic is rarely examined on its own. With this practical book, you’ll learn techniques for extracting and transforming features—the numeric representations of raw data—into formats for machine-learning models. Each chapter guides you through a single data problem, such as how to represent text or image data. Together, these examples illustrate the main principles of feature engineering. Rather than simply teach these principles, authors Alice Zheng and Amanda Casari focus on practical application with exercises throughout the book. The closing chapter brings everything together by tackling a real-world, structured dataset with several feature-engineering techniques. Python packages including numpy, Pandas, Scikit-learn, and Matplotlib are used in code examples. You’ll examine: Feature engineering for numeric data: filtering, binning, scaling, log transforms, and power transforms Natural text techniques: bag-of-words, n-grams, and phrase detection Frequency-based filtering and feature scaling for eliminating uninformative features Encoding techniques of categorical variables, including feature hashing and bin-counting Model-based feature engineering with principal component analysis The concept of model stacking, using k-means as a featurization technique Image feature extraction with manual and deep-learning techniques

Recent Advances in Modeling Landslides and Debris Flows

Author : Wei Wu
Publisher : Springer
ISBN 13 : 3319110535
Total Pages : 318 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Recent Advances in Modeling Landslides and Debris Flows by : Wei Wu

Download or read book Recent Advances in Modeling Landslides and Debris Flows written by Wei Wu and published by Springer. This book was released on 2014-09-12 with total page 318 pages. Available in PDF, EPUB and Kindle. Book excerpt: Landslides and debris flows belong to the most dangerous natural hazards in many parts of the world. Despite intensive research, these events continue to result in human suffering, property losses, and environmental degradation every year. Better understanding of the mechanisms and processes of landslides and debris flows will help make reliable predictions, develop mitigation strategies and reduce vulnerability of infrastructure. This book presents contributions to the workshop on Recent Developments in the Analysis, Monitoring and Forecast of Landslides and Debris Flow, in Vienna, Austria, September 9, 2013. The contributions cover a broad spectrum of topics from material behavior, physical modelling over numerical simulation to applications and case studies. The workshop is a joint event of three research projects funded by the European Commission within the 7th Framework Program: MUMOLADE (Multiscale modelling of landslides and debris flows, www.mumolade.com), REVENUES (Numerical Analysis of Slopes with Vegetations, http://www.revenues-eu.com) and HYDRODRIL (Integrated Risk Assessment of Hydrologically-Driven Landslides, www.boku.ac.at/igt/).

Statistical Approaches for Landslide Susceptibility Assessment and Prediction

Author : Sujit Mandal
Publisher : Springer
ISBN 13 : 3319938975
Total Pages : 193 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Statistical Approaches for Landslide Susceptibility Assessment and Prediction by : Sujit Mandal

Download or read book Statistical Approaches for Landslide Susceptibility Assessment and Prediction written by Sujit Mandal and published by Springer. This book was released on 2018-09-03 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Landslide Hazard and Risk

Author : Thomas Glade
Publisher : John Wiley & Sons
ISBN 13 : 0470012641
Total Pages : 824 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Landslide Hazard and Risk by : Thomas Glade

Download or read book Landslide Hazard and Risk written by Thomas Glade and published by John Wiley & Sons. This book was released on 2006-01-04 with total page 824 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the increasing need to take an holistic view of landslide hazard and risk, this book overviews the concept of risk research and addresses the sociological and psychological issues resulting from landslides. Its integrated approach offers understanding and ability for concerned organisations, landowners, land managers, insurance companies and researchers to develop risk management solutions. Global case studies illustrate a variety of integrated approaches, and a concluding section provides specifications and contexts for the next generation of process models.

Geographically Weighted Regression

Author : A. Stewart Fotheringham
Publisher : John Wiley & Sons
ISBN 13 : 0470855258
Total Pages : 282 pages
Book Rating : 4.4/5 (78 download)

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Book Synopsis Geographically Weighted Regression by : A. Stewart Fotheringham

Download or read book Geographically Weighted Regression written by A. Stewart Fotheringham and published by John Wiley & Sons. This book was released on 2003-02-21 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: Geographical Weighted Regression (GWR) is a new local modelling technique for analysing spatial analysis. This technique allows local as opposed to global models of relationships to be measured and mapped. This is the first and only book on this technique, offering comprehensive coverage on this new 'hot' topic in spatial analysis. * Provides step-by-step examples of how to use the GWR model using data sets and examples on issues such as house price determinants, educational attainment levels and school performance statistics * Contains a broad discussion of and basic concepts on GWR through to ideas on statistical inference for GWR models * uniquely features accompanying author-written software that allows users to undertake sophisticated and complex forms of GWR within a user-friendly, Windows-based, front-end (see book for details).

Landslide: Susceptibility, Risk Assessment and Sustainability

Author : Gopal Krishna Panda
Publisher : Springer
ISBN 13 : 9783031565908
Total Pages : 0 pages
Book Rating : 4.5/5 (659 download)

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Book Synopsis Landslide: Susceptibility, Risk Assessment and Sustainability by : Gopal Krishna Panda

Download or read book Landslide: Susceptibility, Risk Assessment and Sustainability written by Gopal Krishna Panda and published by Springer. This book was released on 2024-06-13 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book illustrates a geospatial and geostatistical approach to data analysis, modeling, risk assessment, and visualization, as well as landslide hazard management in the hilly region. This book investigates cutting-edge methodologies based on open source software and R statistical programming and modeling in current decision-making procedures, with a particular emphasis on recent advances in data mining techniques and robust modeling in torrential rainfall and earthquake induced landslide hazard.

Big Data Analytics for Satellite Image Processing and Remote Sensing

Author : Swarnalatha, P.
Publisher : IGI Global
ISBN 13 : 1522536442
Total Pages : 253 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Big Data Analytics for Satellite Image Processing and Remote Sensing by : Swarnalatha, P.

Download or read book Big Data Analytics for Satellite Image Processing and Remote Sensing written by Swarnalatha, P. and published by IGI Global. This book was released on 2018-03-09 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: The scope of image processing and recognition has broadened due to the gap in scientific visualization. Thus, new imaging techniques have developed, and it is imperative to study this progression for optimal utilization. Big Data Analytics for Satellite Image Processing and Remote Sensing is a critical scholarly resource that examines the challenges and difficulties of implementing big data in image processing for remote sensing and related areas. Featuring coverage on a broad range of topics, such as distributed computing, parallel processing, and spatial data, this book is geared towards scientists, professionals, researchers, and academicians seeking current research on the use of big data analytics in satellite image processing and remote sensing.

Landslide: Susceptibility, Risk Assessment and Sustainability

Author : Gopal Krishna Panda
Publisher : Springer Nature
ISBN 13 : 3031565916
Total Pages : 722 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Landslide: Susceptibility, Risk Assessment and Sustainability by : Gopal Krishna Panda

Download or read book Landslide: Susceptibility, Risk Assessment and Sustainability written by Gopal Krishna Panda and published by Springer Nature. This book was released on with total page 722 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Landslide Risk Assessment

Author : E. Mark Lee
Publisher : Thomas Telford
ISBN 13 : 9780727731715
Total Pages : 468 pages
Book Rating : 4.7/5 (317 download)

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Book Synopsis Landslide Risk Assessment by : E. Mark Lee

Download or read book Landslide Risk Assessment written by E. Mark Lee and published by Thomas Telford. This book was released on 2004 with total page 468 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the past decade there has been a gradual shift away from simply relying on engineering solutions to individual landslide problems, to the use of a variety of strategies to manage the problems over a broad area. Such alternative strategies include the use of building codes, land use planning controls, preventing water leakage, early warning systems and insurance schemes.This book addresses these developments and provides a multidisciplinary perspective on landslide management.

Landslides - Disaster Risk Reduction

Author : Kyoji Sassa
Publisher : Springer Science & Business Media
ISBN 13 : 354069966X
Total Pages : 638 pages
Book Rating : 4.5/5 (46 download)

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Book Synopsis Landslides - Disaster Risk Reduction by : Kyoji Sassa

Download or read book Landslides - Disaster Risk Reduction written by Kyoji Sassa and published by Springer Science & Business Media. This book was released on 2008-10-27 with total page 638 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book documents the First World Landslide Forum, which was jointly organized by the International Consortium on Landslides (ICL), eight UN organizations (UNESCO, WMO, FAO, UN/ISDR, UNU, UNEP, World Bank, UNDP) and four NGOs (International Council for Science, World Federation of Engineering Organizations, Kyoto Univ. and Japan Landslide Society) in Tokyo in 2008. The material consists of four parts: The Open Forum "Progress of IPL Activities; Four Thematic Lectures in the Plenary Symposium "Global Landslide Risk Reduction"; Six Keynote Lectures in the Plenary session; and the aims and overviews of eighteen parallel sessions (dealing with various aspects necessary for landslide disaster risk reduction such as: observations from space; climate change and slope instability; landslides threatening heritage sites; the economic and social impact of landslides; monitoring, prediction and early warning; and risk-management strategies in urban area, etc.) Thus it enables the reader to benefit from a wide range of research intended to reduce risk due to landslide disasters as presented in the first global multi-disciplinary meeting.