Advanced GIScience in Hydro-Geological Hazards

Applications, Modelling and Management
2024
ISBN: 978-3-031-76188-1
Verlag: Springer Nature Switzerland

Buch, Englisch, 401 Seiten, Format (B × H): 183 mm x 260 mm, Gewicht: 1092 g

Reihe: GIScience and Geo-environmental Modelling

In recent decades, natural hazards have increasingly threatened lives, livelihoods, and economies, with annual losses totalling billions of dollars globally. According to the Insurance Information Institute (III) and the Zebra, USA, natural disaster losses reached $74.4 billion in 2020, and an average of 6,800 natural disasters occur each year, claiming around 1.35 million lives. Hydrological and geological hazards, in particular, have significant societal and environmental impacts, making them critical areas of research. Understanding and mitigating these hazards is vital for developing legal mechanisms related to environmental restoration, societal improvements, and sustainable development.

Modern technologies and earth observation data play a crucial role in disaster monitoring, prediction, modelling, and management. Recent advancements in geoinformation science have introduced multi-source data for natural hazards research. In addition, cutting-edge methods such as machine learning, deep learning, and big data science offer powerful tools for in-depth studies of natural hazards through remote sensing and geoinformatics. This book, , presents up-to-date contributions on applying advanced GIScience to research various hydro-geological hazards, including floods, landslides, tropical cyclones, soil erosion, coastal erosion, riverbank erosion, coastal area vulnerability, drought, wetlands shrinking etc. It also explores multi-hazard studies using SAR, GNSS, and other innovative methods. The chapters focus on integrating artificial intelligence, machine learning techniques, and remote sensing to enhance preparedness, response, and resilience against these hazards. Targeting a broad audience of academics, scientists, students, environmentalists, government agencies, disaster planners, and GIS experts, this book aims to showcase the latest advancements in GIScience for assessing and managing hydro-geological hazards. It offers strategies for disaster risk reduction and capacity building, providing readers with the knowledge needed to address pressing environmental challenges.

Zielgruppe

Research

Autoren/Hrsg.

Rahman, Md. Rejaur

Saha, S. K.

Rahman, Atiqur

Fachgebiete

• Geowissenschaften Geographie | Raumplanung Geographie: Allgemeines, Karten & Atlanten
• Geowissenschaften Umweltwissenschaften Naturgewalten & Katastrophen
• Geowissenschaften Umweltwissenschaften Umweltwissenschaften
• Geowissenschaften Geographie | Raumplanung Geodäsie, Kartographie, GIS, Fernerkundung
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz
• Geowissenschaften Geologie GIS, Geoinformatik

Inhaltsverzeichnis

GIScience and Earth observation Technology in Hydro-Geological hazard Analysis-An Overview.- Application of Advanced Geoinformation Science-A Disaster Risk Reduction Perspective.- New Paradigms of Decision Support Systems through Applications Leveraging Earth Observations and Machine Learning Approaches.- Soil erosion susceptibility modelling using machine learning in Guwahati urban watershed.- Flood vulnerability assessment in Jamuna (Brahmaputra) river basin, Bangladesh using remote sensing data, frequency ratio and machine learning based geospatial approach towards management strategies.- Introducing Autoencoder-Convolutional neural network for landslide susceptibility modelling in Kalimpong hill.- Artificial Neural Networks for combined forecasting of Tropical Cyclone track and intensity in the Bay of Bengal.- Geospatial approach to assess possible impact of groundwater abstraction in Bharatpur metropolitan city, Nepal.- Application of aerial photographs to monitor the dynamicsof fluvial tidal island and coastal erosion hazard in the Sundarbans delta plain of Bangladesh.- RS and GIS modelling for disaster management: Opportunities and challenges-A case study from Kerala, India.- Coastal Area Vulnerability to Cyclone Hazard-A Geoinformation and IPCC approach based study.- Spatial and Temporal Distribution of Drought in Bangladesh Using Novel China Z Index.- Livelihood vulnerability modelling with deep learning in erosion and flooding induced river islands in Ganga River corridor.- Assessment of soil erosion and landslide hazards in Rohingya refugee areas of Bangladesh: An integrated remote sensing and field observation approach.- Geospatial Analysis of River Bank Erosion-Accretion and Land Use Change of Teesta River, Bangladesh using Fuzzy ARTMAP Neural Network.- Landslides Vulnerability Assessment using Fuzzy logic based Spatial Multi-criteria Evaluation (Fuzzy-SMCE)-A Case Study from Hill Tract Districts, Bangladesh.- Impact of wetland transformation on fishing community in floodplain of Tangan River.- Multi-hazard risk assessment using Geo-statistical and Machine Learning Algorithm.- GNSS remote sensing in disaster management.- Land subsidence estimation using SAR time series data.

Über Autor(innen)

Dr. Md. Rejaur Rahman is a distinguished Professor of Geography and Environmental Studies at the esteemed University of Rajshahi, Bangladesh. His academic journey is marked by notable achievements, including his Ph.D. in Information Engineering of Resources and Environment from the prestigious College of Resources and Environment at Huazhong Agricultural University in Wuhan, China. Additionally, he holds a Master of Technology (M.Tech) in Remote Sensing (RS) and Geographic Information System (GIS) from the Centre for Space Science and Technology Education in Asia and the Pacific (CSSTEAP) in India, an institution affiliated to the United Nations. Dr. Rahman worked as a Post-Doctoral Research Fellow at the University of Science Malaysia (Universiti Sains Malaysia, USM). He received several scholarships to pursue his higher studies, including the CSSTEAP-UN scholarship, the China Government scholarship, and the TWAS (Italy-Malaysia) scholarship. He has also been awarded the Fulbright Visiting Research Fellowship for 2024-2025 at Ohio State University, USA. Besides, he served as the Associate Sub-Project Manager of the Higher Education Quality Enhancement Project (HEQEP), a collaboration between the Government of Bangladesh and the World Bank, from 2012 to 2013. Dr Rahman enriched his research experience as a Research Fellow in the project focusing on GIS application in Coastal Area Planning and Management at the Department of Environmental Science, University Putra Malaysia (UPM), Malaysia, from September 2000 to February 2001. He has served as the Chairman of the Department of Geography and Environmental Studies and later as the Dean of the Faculty of Geo-Sciences at the University of Rajshahi, Bangladesh. His research interests encompass a wide array of crucial areas including the application of Remote Sensing, GIS, and Artificial Intelligence (AI) in monitoring, modeling, and managing natural disasters such as floods, soil erosion, droughts, river bank erosion and landslides. He has also made significant contributions to understanding climate change issues, land use/land cover change analysis, modeling, and planning, as well as cropland monitoring and planning. Dr. Rahman's scholarly contributions are extensive, with over 45 reviewed research papers published in esteemed international and national refereed journals covering various aspects of remote sensing and GIS applications, image processing, natural disaster monitoring and modeling, climate variability and change, and land use/land cover mapping, monitoring, and planning. His work has been featured in prominent publications such as The Egyptian Journal of Remote Sensing and Space Science, Geo-Spatial Information Science, Journal of Spatial Science, International Journal of Geoinformatics, Climate Dynamics, Ecological Modelling, Theoretical and Applied Climatology, Environmental Monitoring and Assessment, Environmental Earth Sciences, Earth Science Informatics, Journal of the Indian Society of Remote Sensing, and Modeling Earth Systems and Environment. Additionally, he has authored numerous book chapters published by Springer-Nature. Dr. Rahman's expertise is recognized globally, as evidenced by his participation in numerous national and international seminars and workshops, where he has presented several research papers. Furthermore, he has undertaken advanced/specialized training courses on Remote Sensing and GIS across several countries including India, China, Jordan, Egypt, Sweden, Russia, Iran, South Korea, Turkey, and the Netherlands. Beyond his research endeavors, Dr. Rahman has also contributed to the academic community as a Reviewer/Editor for various journals published by Springer, Elsevier, Taylor and Francis, MDPI, and Frontiers, reflecting his commitment to advancing scientific knowledge in his academic and research field.

Dr. Atiqur Rahman is a Professor of Geography at Dept. of Geography, Faculty of Sciences, Jamia Millia Islamia. He is alumnus of prestigious Aligarh Muslim University (AM) Aligarh. He completed B. Sc. (Hons.), M Sc., M Phil and Ph. D. from AMU. His research interest is urban environmental management, water resources, physical Geography, digital image processing and use of remote sensing satellite data, GIS and GPS. He was Post-Doctoral Fellow (PDF) at UFZ-Centre for Environmental Research, Leipzig, Germany (1999). He was Co-PI of Indo-Germany DST-DAAD major project. He is the recipient of prestigious Young Scientist Project Grant Award (2001-2004) from Department of Science and Technology (DST), Govt. of India. He worked as one a member of Scientific Research Team of NASA funded UEM project on  (2004-2007). He is the Co-PI Indo-Canadian major research projects on  funded by ICMR (India) and CHI (Canada) 2010-2015. He was Co-PI of a major research project funded by Ministry of Environment and Forest, Govt. of India. He was the collaborating Scientist of NASA funded major project on (2012-2015). Prof. Rahman has also done professional development initiative training on , at Brown University USA (2010). He served as a Steering Committee (SC) Member (2009-2012) of Population and Environment Research Network (PERN), CISIN, Columbia University USA. He was the Advisor-Technical cum Consultant on Remote Sensing & GIS for the project (2013-18) in the PHFI & AIIMS, and Emory University, USA project. He was also a Member of the National Steering Committee (NSC) on Technology Need Assessment (TNA) for Habitat Sector (TIFAC), Department of Science and Technology, Govt. of India. He also served as a Member, Governing Body (GB), of some colleges of University of Delhi as a University Nominee. He was the Faculty Coordinator, Inspired Teachers In-Residence Programme organized by the Office of the President of India at Rashtrapati Bhavan, New Delhi, 6-12 June, 2015. Prof. Rahman served Jamia Millia Isamia was Hony. Dy. Director (Academic) Jamia Millia Islamia, (2015-2018), Chief Prcotor & Security In-charge (2022-2024). Prof. Rahman was Coordinator/Dy. Coordinator, UGC-DRS SAP-I, Special Assistance Programme (SAP-I) during (2016-2021), Department of Geography, JMI. Thirteen students have been awarded Ph. D. degrees under his supervision. He has published 19 books and 180 peer reviewed research papers in Applied Geography, Journal of Cleaner Production, Ecological Indicators, Urban Climate, Sustainable Cities and Society, Environmental Science and Pollution Research, Science of the Total Environment, Natural Hazards, Environment, Development and Sustainability, Journal of EnvironmentalManagement and Nature-Scientific Reports journal to name a few. He has widely traveled to various countries in Europe, Africa and USA. He is the reviewer of about 80 SCI journals and on Editorial Board of some of the SCI journals. Prof. Rahman is amongst the top 2% Global Elite Scientists in the study by Prof. John P. A. Loannidis, University of Stanford, USA, published in the journal since 2019.

Dr. S.K. Saha is a former professor and Head of Agriculture and Soils Division, Indian Institute of Remote Sensing (IIRS), Dehradun India. He was former Dean & Group Director, Earth Resources and System Studies Group of the said Institute. He also held position of Distinguished Professor, Geoinformatics, Dept. of Petroleum Engineering & Earth Sciences, University of Petroleum and Energy Studies (UPES), Dehradun, India from 2017-2021, and Emeritus Professor, CSSTEAP (Centre for Space Science & Technology Education in Asia–Pacific) (Affiliated to the United Nations), IIRS Campus, Dehradun, India from 2015-2017. Dr Saha received prestigious award of “Fellow of Indian Society of Remote Sensing” for life time research contributions in RS and GIS applications in natural resources and environmental management, prestigious award of “Satish Dhawan Award 2015” by ISRS for outstanding contributions in developing applications of RS and GIS in natural resources inventory, monitoring and management as well as capacity building in Asia-Pacific region and a “Junior and Senior Research Fellowships” by ICAR (Indian Council of Agricultural Research) based on national level tests for postgraduate studies. Dr Saha earned his PhD in Agricultural Sciences (Soil Science and Agricultural Chemistry) from the Indian Agricultural Research Institute (IARI, New Delhi) with Distinction. His research interest is in Remote Sensing (RS) and Geographic Information System (GIS) applications in Natural Resource Inventory, Monitoring and Management (including Agricultural Resources and Watershed Management). He served as an expert of International Technical Advisory Mission Members (TAM) of UN-SPIDER (Space based Information for Disaster Management and Emergency Response), 2011 and a visiting guest faculty to GDTA (Groupe for Development of Tele-detection Aerospatiale), Remote Sensing Research Institute of CNES (National Space Research Organization of France), Toulouse, France, for teaching various topics on RS & GIS applications in Agriculture and Soils, 2000. Dr. Saha has published more than 100 reviewed research papers in the international and national peer reviewed Journals, 60 in Proceedings of Seminars/Symposia, 20 in Technical Reports, and 6 Special book publications as Editor. He has also successfully carried out several ISRO supported projects as Principal Investigator.  Dr Saha contributed significantly towards popularization of RS & GIS by organizing number of ISRS (Indian Society of Remote Sensing) national symposia; online publication of international standard journal of ISRS jointly with reputed international publisher - Springer and also by organizing several outreach activities on RS and GIS technology and applications at local ISRS Local Chapter level, as secretary of ISRS National Body (2 terms), Associate Editor of JISRS (1999-2018) and Chairman and Secretary of ISRS Dehradun Chapter. He is an active member of professional associations viz. Indian Society of Remote Sensing; Indian Society of Geomatics; Indian Society of Soil Science; Indian Meteorological Society. Dr Saha has widely traveled to various countries in Europe, Africa, Asia and USA.