Earth Observation Applications to Landslide Mapping, Monitoring and Modeling

Cutting-edge Approaches with Artificial Intelligence, Aerial and Satellite Imagery

Edited by: Ionut Șandric, Viorel Ilinca and Zenaida Chitu

Earth Observation Applications to Landslide Mapping, Monitoring and Modeling

About the book

Key Features

Recent developments in landslide monitoring and mapping algorithms
Provides clear and detailed case studies and methods that can be easily replicated and implemented in landslide monitoring systems
Provides detailed methods for applying research to landslide monitoring and mapping

Description

Earth Observation Applications to Landslide Mapping, Monitoring and Modeling: Cutting-edge Approacheswith Artificial Intelligence, Aerial and Satellite Imagery focuses on the application of drone and satellite imagery for landslide mapping, monitoring, and modeling. The topics covered include the use of ultrahigh spatial resolution imagery acquired by UAVs (Unmanned Aerial Vehicles) for mapping and predicting landslide activity, the use of satellite imagery for monitoring landslide activity, the assimilation of EO (EarthObservation) data into landslide susceptibility and hazard prediction models, and the building of landslide inventories. The primary objective of this book is the advancement of the scientific understanding and application of technologies to address a variety of areas related to landslide mapping and monitoring for robust and sustainable development. Earth Observation Applications to Landslide Mapping, Monitoring and Modeling be useful for PhD students, postdoctoral researchers, professors, and scientists in geoscience.

Additional details

Published: 2024
Imprint: Elsevier
Language: English
ISBN: 978-0-12-823868-4
DOI: 10.1016/C2020-0-00570-0

Actions for selected chapters

Select all Front Matter

Title page Copyright Contents List of contributors

Section 1 - Introduction

Select Chapter one - A review of UAV-based data applications for landslide mapping and monitoring
Book chapterAbstract only
Chapter one - A review of UAV-based data applications for landslide mapping and monitoring
Viorel Ilinca and Ionuţ Şandric
Pages 3-36
Purchase View chapter
Select Chapter two - A review of the state-of-the-art use of satellite Earth observation data for landslide mapping and monitoring
Book chapterAbstract only
Chapter two - A review of the state-of-the-art use of satellite Earth observation data for landslide mapping and monitoring
Candide Lissak
Pages 37-67
Purchase View chapter

Section 2 - Satellite data in landslide mapping and monitoring

Select Chapter three - On the use of the EGMS data for studying landslides in Great Britain
Book chapterAbstract only
Chapter three - On the use of the EGMS data for studying landslides in Great Britain
Camilla Medici, Francesco Becattini, ... Alessandro Novellino
Pages 71-86
Purchase View chapter
Select Chapter four - Deciphering the kinematics of urban landslides through SAR imagery analysis
Book chapterAbstract only
Chapter four - Deciphering the kinematics of urban landslides through SAR imagery analysis
Mohammad Amin Khalili, Luigi Guerriero, ... Domenico Calcaterra
Pages 87-118
Purchase View chapter
Select Chapter five - Artificial intelligence applications for landslide mapping and monitoring on EO data
Book chapterAbstract only
Chapter five - Artificial intelligence applications for landslide mapping and monitoring on EO data
Filippo Catani, Lorenzo Nava and Kushanav Bhuyan
Pages 119-145
Purchase View chapter
Select Chapter six - Mapping landslides on Earth, Moon, and Mars using satellite imagery and deep learning techniques
Book chapterAbstract only
Chapter six - Mapping landslides on Earth, Moon, and Mars using satellite imagery and deep learning techniques
Nikhil Prakash, Valentin Tertius Bickel and Andrea Manconi
Pages 147-169
Purchase View chapter

Section 3 - Drone applications for landslide mapping and monitoring

Select Chapter seven - Landslide volume and runoff monitoring using UAV photogrammetry
Book chapterAbstract only
Chapter seven - Landslide volume and runoff monitoring using UAV photogrammetry
Tina Peternel, Tilen Urbančič, ... Dejan Grigillo
Pages 173-198
Purchase View chapter
Select Chapter eight - Landslide 3D reconstruction and monitoring using oblique and nadiral drone aerial imagery
Book chapterAbstract only
Chapter eight - Landslide 3D reconstruction and monitoring using oblique and nadiral drone aerial imagery
Carlos Henrique Grohmann, Guilherme P.B. Garcia, ... Rebeca Durço Coelho
Pages 199-214
Purchase View chapter
Select Chapter nine - Geomorphic monitoring and assessment of debris flows using drone-based structure from motion
Book chapterAbstract only
Chapter nine - Geomorphic monitoring and assessment of debris flows using drone-based structure from motion
Haruka Tsunetaka
Pages 215-239
Purchase View chapter
Select Chapter ten - Machine learning and object-based image analysis for landside mapping using UAV-derived data
Book chapterAbstract only
Chapter ten - Machine learning and object-based image analysis for landside mapping using UAV-derived data
Efstratios Karantanellis and Daniel Hölbling
Pages 241-255
Purchase View chapter
Select Chapter eleven - Estimating kinematic uncertainties of landslides using UAV time series
Book chapterAbstract only
Chapter eleven - Estimating kinematic uncertainties of landslides using UAV time series
Ionuţ Şandric, Radu Irimia, ... Ion Gheuca
Pages 257-278
Purchase View chapter
Select Chapter twelve - Detailed landslide kinematics mapping using short-term UAV time-series. Case study: Livadea landslide, Romania
Book chapterAbstract only
Chapter twelve - Detailed landslide kinematics mapping using short-term UAV time-series. Case study: Livadea landslide, Romania
Radu Irimia, Viorel Ilinca and Ionuţ Şandric
Pages 279-294
Purchase View chapter

Section 4 - EO data assimilations in landslide susceptibility, hazard mapping and risk assessment

Select Chapter thirteen - Building landslide inventory with LiDAR data and deep learning
Book chapterAbstract only
Chapter thirteen - Building landslide inventory with LiDAR data and deep learning
Aleš Létal, Jan Klimes and Ionuţ Şandric
Pages 297-311
Purchase View chapter
Select Chapter fourteen - Landslide susceptibility mapping using machine-learning algorithms and earth observation data
Book chapterAbstract only
Chapter fourteen - Landslide susceptibility mapping using machine-learning algorithms and earth observation data
Mohammed Sarfaraz Gani Adnan, Zakaria Shams Siam, ... Ashraf Dewan
Pages 313-333
Purchase View chapter
Select Chapter Fifteen - Microwave remote sensing for investigating hydrological preconditions triggering landslides: a case study: Ialomita Subcarpathians, Romania
Book chapterAbstract only
Chapter Fifteen - Microwave remote sensing for investigating hydrological preconditions triggering landslides: a case study: Ialomita Subcarpathians, Romania
Zenaida Chiţu, Alexandru Dumitrescu, ... Adrian Irasoc
Pages 335-352
Purchase View chapter
Select Chapter sixteen - Use of UAV imagery for the detection and measurement of damages to road networks in landslide areas
Book chapterAbstract only
Chapter sixteen - Use of UAV imagery for the detection and measurement of damages to road networks in landslide areas
Nicoletta Nappo, Olga Mavrouli and Maria Amparo Núñez-Andrés
Pages 353-377
Purchase View chapter

Section 5 - Future challenges and future outlook

Select Chapter seventeen - Mapping the existing challenges and pathway forward
Book chapterAbstract only
Chapter seventeen - Mapping the existing challenges and pathway forward
Ionuţ Şandric, Viorel Ilinca and Zenaida Chiţu
Pages 381-389
Purchase View chapter

Select Index

Book chapter

Index

Pages 391-404

Purchase View chapter

Editors

Ionut Șandric

Faculty of Geography, University of Bucharest, Bucharest, Romania

Viorel Ilinca

Geological Institute of Romania, Bucharest, Romania

Zenaida Chitu

National Meteorological Administration, Bucharest, Romania

Earth Observation Applications to Landslide Mapping, Monitoring and Modeling

Earth Observation Applications to Landslide Mapping, Monitoring and Modeling

About the book

Key Features

Description

Additional details

Actions for selected chapters

Table of contents

Section 1 - Introduction

Section 2 - Satellite data in landslide mapping and monitoring

Section 3 - Drone applications for landslide mapping and monitoring

Section 4 - EO data assimilations in landslide susceptibility, hazard mapping and risk assessment

Section 5 - Future challenges and future outlook

Editors

Ionut Șandric

Viorel Ilinca

Zenaida Chitu

Copyright