Understanding Atmospheric Rivers Using Machine Learning
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Understanding Atmospheric Rivers Using Machine Learning
Author: Manish Kumar Goyal
language: en
Publisher: Springer Nature
Release Date: 2024-06-22
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
Author: Stuart Harris
language: en
Publisher: BoD – Books on Demand
Release Date: 2024-11-20
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
""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.