Understanding Atmospheric Rivers Using Machine Learning

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Understanding Atmospheric Rivers Using Machine Learning

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Author : Manish Kumar Goyal
language : en
Publisher: Springer Nature
Release Date : 2024-06-22

Understanding Atmospheric Rivers Using Machine Learning written by Manish Kumar Goyal and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-22 with Technology & Engineering categories.

This book delves into the characterization, impacts, drivers, and predictability of atmospheric rivers (AR). It begins with the historical background and mechanisms governing AR formation, giving insights into the global and regional perspectives of ARs, observing their varying manifestations across different geographical contexts. The book explores the key characteristics of ARs, from their frequency and duration to intensity, unraveling the intricate relationship between atmospheric rivers and precipitation. The book also focus on the intersection of ARs with large-scale climate oscillations, such as El Niño and La Niña events, the North Atlantic Oscillation (NAO), and the Pacific Decadal Oscillation (PDO). The chapters help understand how these climate phenomena influence AR behavior, offering a nuanced perspective on climate modeling and prediction. The book also covers artificial intelligence (AI) applications, from pattern recognition to prediction modeling and early warning systems. A case study on AR prediction using deep learning models exemplifies the practical applications of AI in this domain. The book culminates by underscoring the interdisciplinary nature of AR research and the synergy between atmospheric science, climatology, and artificial intelligence

Glaciers Recent Research Importance To Humanity And The Effects Of Climate Change

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Author : Stuart Harris
language : en
Publisher: BoD – Books on Demand
Release Date : 2024-11-20

Glaciers Recent Research Importance To Humanity And The Effects Of Climate Change written by Stuart Harris and has been published by BoD – Books on Demand this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-20 with Science categories.

This book consists of a collection of chapters dealing with glaciers before and immediately after the extreme climatic changes that occurred before and after the advent of a new Precession (23 ka) cycle that altered the angle of tilt of the Earth relative to the incoming insolation from the sun. This tilting of the Earth heralded a change from a benign interglacial climate to one that was much more violent. The book provides examples describing conditions near glaciers before and after the change. In addition, the book examines new methods of drilling and sampling ice and bedrock in and under ice sheets.

Sky Holds Rivers

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Author : Brook Clearwater
language : en
Publisher: Publifye AS
Release Date : 2025-02-27

Sky Holds Rivers written by Brook Clearwater and has been published by Publifye AS this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-27 with Science categories.

""Sky Holds Rivers"" reveals the critical, yet often unseen, role of atmospheric rivers in our planet's environment, shaping weather patterns and influencing ecosystems. These airborne waterways profoundly impact the global water cycle, delivering essential rainfall to some regions while posing threats of flooding and landslides to others. It's intriguing to consider that the sky holds ""rivers"" of water vapor, impacting everything from daily weather to long-term climate trends. The book explores the formation, tracking, and environmental consequences of atmospheric rivers, highlighting how climate change is intensifying these weather events. Meteorologists use satellite imagery and radar systems to map these phenomena. Divided into three parts, ""Sky Holds Rivers"" first introduces the concept, then examines monitoring technologies, and finally analyzes environmental and societal impacts. The book uses data from scientific research and real-time weather events to present a complete view of the Earth's system, focusing on the scientific understanding of atmospheric rivers and their impact. The unique value of ""Sky Holds Rivers"" lies in its accessible blend of scientific rigor and clear language, making complex concepts understandable for a broad audience interested in Environment, Earth Sciences Geography. By connecting atmospheric rivers to fields like hydrology, ecology, and disaster management, it provides a holistic perspective. The book also underscores the increasing need for improved climate forecasting and disaster preparedness due to the growing intensity of weather events.

Ai Innovation For Water Policy And Sustainability

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Author : Manish Kumar Goyal
language : en
Publisher: Springer Nature
Release Date : 2024-10-05

Ai Innovation For Water Policy And Sustainability written by Manish Kumar Goyal and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-05 with Science categories.

In the face of unprecedented challenges in managing water resources, the integration of artificial intelligence (AI) emerges as a revolutionary force, reshaping the landscape of water conservation, treatment, irrigation, policy formulation, watershed management, and the monitoring of groundwater and surface water. This book explores the transformative role of AI in the water domain, exploring cutting-edge applications and innovative solutions that promise to address pressing issues in sustainable water management. As we navigate the complexities of a changing climate, population growth, and urbanization, the chapters within this book offer insights into how AI technologies can enhance efficiency, optimize resource utilization, and provide data-driven strategies for ensuring the resilience and sustainability of our vital water ecosystems. From intelligent water treatment systems to precision agriculture and policy decision support, each chapter unfolds a narrative of AI-driven advancements, providing a comprehensive guide for researchers, practitioners, and policymakers navigating the intersection of artificial intelligence and water management.

Aerosol Atmospheric Rivers

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Author : Manish Kumar Goyal
language : en
Publisher: Springer Nature
Release Date : 2024-07-28

Aerosol Atmospheric Rivers written by Manish Kumar Goyal and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-07-28 with Computers categories.

This book thoroughly examines aerosol pollution and aerosol atmospheric rivers (narrow corridors of concentrated suspended aerosols in the sky), exploring their significant effects on human health, the environment, and global climate. Readers will find detailed discussions on these phenomena' sources, composition, patterns, and advanced methods for their detection, monitoring, and mitigation. Each chapter examines the complex dynamics of aerosol atmospheric rivers and the use of data mining and artificial intelligence in analyzing aerosol pollution. The book also highlights the interactions between aerosol pollution, aerosol atmospheric rivers, and particulate matter concentrations with associated risk, offering practical adaptation, mitigation, and resilience strategies.

Climate Extremes And Their Implications For Impact And Risk Assessment

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Author : Jana Sillmann
language : en
Publisher: Elsevier
Release Date : 2019-11-20

Climate Extremes And Their Implications For Impact And Risk Assessment written by Jana Sillmann and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-11-20 with Science categories.

Climate extremes often imply significant impacts on human and natural systems, and these extreme events are anticipated to be among the potentially most harmful consequences of a changing climate. However, while extreme event impacts are increasingly recognized, methodologies to address such impacts and the degree of our understanding and prediction capabilities vary widely among different sectors and disciplines. Moreover, traditional climate extreme indices and large-scale multi-model intercomparisons that are used for future projections of extreme events and associated impacts often fall short in capturing the full complexity of impact systems. Climate Extremes and Their Implications for Impact and Risk Assessment describes challenges, opportunities and methodologies for the analysis of the impacts of climate extremes across various sectors to support their impact and risk assessment. It thereby also facilitates cross-sectoral and cross-disciplinary discussions and exchange among climate and impact scientists. The sectors covered include agriculture, terrestrial ecosystems, human health, transport, conflict, and more broadly covering the human-environment nexus. The book concludes with an outlook on the need for more transdisciplinary work and international collaboration between scientists and practitioners to address emergent risks and extreme events towards risk reduction and strengthened societal resilience.

Deep Learning For The Earth Sciences

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Author : Gustau Camps-Valls
language : en
Publisher: John Wiley & Sons
Release Date : 2021-08-16

Deep Learning For The Earth Sciences written by Gustau Camps-Valls and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-16 with Technology & Engineering categories.

DEEP LEARNING FOR THE EARTH SCIENCES Explore this insightful treatment of deep learning in the field of earth sciences, from four leading voices Deep learning is a fundamental technique in modern Artificial Intelligence and is being applied to disciplines across the scientific spectrum; earth science is no exception. Yet, the link between deep learning and Earth sciences has only recently entered academic curricula and thus has not yet proliferated. Deep Learning for the Earth Sciences delivers a unique perspective and treatment of the concepts, skills, and practices necessary to quickly become familiar with the application of deep learning techniques to the Earth sciences. The book prepares readers to be ready to use the technologies and principles described in their own research. The distinguished editors have also included resources that explain and provide new ideas and recommendations for new research especially useful to those involved in advanced research education or those seeking PhD thesis orientations. Readers will also benefit from the inclusion of: An introduction to deep learning for classification purposes, including advances in image segmentation and encoding priors, anomaly detection and target detection, and domain adaptation An exploration of learning representations and unsupervised deep learning, including deep learning image fusion, image retrieval, and matching and co-registration Practical discussions of regression, fitting, parameter retrieval, forecasting and interpolation An examination of physics-aware deep learning models, including emulation of complex codes and model parametrizations Perfect for PhD students and researchers in the fields of geosciences, image processing, remote sensing, electrical engineering and computer science, and machine learning, Deep Learning for the Earth Sciences will also earn a place in the libraries of machine learning and pattern recognition researchers, engineers, and scientists.

Atmospheric Rivers

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Author : F. Martin Ralph
language : en
Publisher: Springer Nature
Release Date : 2020-07-10

Atmospheric Rivers written by F. Martin Ralph and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-07-10 with Science categories.

This book is the standard reference based on roughly 20 years of research on atmospheric rivers, emphasizing progress made on key research and applications questions and remaining knowledge gaps. The book presents the history of atmospheric-rivers research, the current state of scientific knowledge, tools, and policy-relevant (science-informed) problems that lend themselves to real-world application of the research—and how the topic fits into larger national and global contexts. This book is written by a global team of authors who have conducted and published the majority of critical research on atmospheric rivers over the past years. The book is intended to benefit practitioners in the fields of meteorology, hydrology and related disciplines, including students as well as senior researchers.

Innovations In Machine Learning And Iot For Water Management

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Author : Kumar, Abhishek
language : en
Publisher: IGI Global
Release Date : 2023-11-27

Innovations In Machine Learning And Iot For Water Management written by Kumar, Abhishek and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-27 with Computers categories.

Water, our planet's life force, faces multiple challenges in the 21st century, including surging global demand, shifting climate patterns, and the urgent need for sustainable management. Guidance, knowledge, and hope is sharply needed in academia and technology industries, and Innovations in Machine Learning and IoT for Water Management is a formidable resource to provide these necessities. This book delves into the dynamic synergy of Artificial Intelligence (AI), Machine Learning (ML), and the Internet of Things (IoT), ushering in a new era of water resource stewardship. This book embarks on a journey through the frontiers of AI and IoT, unveiling their transformative impact on water management. From the vantage point of satellite imagery analysis, it scrutinizes the Earth's vital signs, unlocking crucial insights into water resources. It chronicles the rise of AI-powered predictive analytics, a revolutionary force propelling precision water usage and conservation. This book explains how IoT can be an effective tool to increase intelligence of our water systems. The book meticulously navigates through domains as diverse as aquifer monitoring, hydropower generation optimization, and predictive analytics for water consumption. This book caters to a diverse audience, from water management experts and environmental scientists to data science aficionados and IoT enthusiasts. Engineers seeking to reimagine the future of water systems, technology enthusiasts eager to delve into AI's potential, and individuals impassioned by preserving water will all find a well-needed resource in these pages.

Compound Climate Extremes In The Present And Future Climates Machine Learning Statistical Methods And Dynamical Modelling

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Author : Wei Zhang
language : en
Publisher: Frontiers Media SA
Release Date : 2022-01-11

Compound Climate Extremes In The Present And Future Climates Machine Learning Statistical Methods And Dynamical Modelling written by Wei Zhang and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-11 with Science categories.