Patterns Identification and Data Mining in Weather and Climate

Patterns Identification and Data Mining in Weather and Climate PDF Author: Abdelwaheb Hannachi
Publisher: Springer Nature
ISBN: 3030670732
Category : Science
Languages : en
Pages : 607

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Book Description
Advances in computer power and observing systems has led to the generation and accumulation of large scale weather & climate data begging for exploration and analysis. Pattern Identification and Data Mining in Weather and Climate presents, from different perspectives, most available, novel and conventional, approaches used to analyze multivariate time series in climate science to identify patterns of variability, teleconnections, and reduce dimensionality. The book discusses different methods to identify patterns of spatiotemporal fields. The book also presents machine learning with a particular focus on the main methods used in climate science. Applications to atmospheric and oceanographic data are also presented and discussed in most chapters. To help guide students and beginners in the field of weather & climate data analysis, basic Matlab skeleton codes are given is some chapters, complemented with a list of software links toward the end of the text. A number of technical appendices are also provided, making the text particularly suitable for didactic purposes. The topic of EOFs and associated pattern identification in space-time data sets has gone through an extraordinary fast development, both in terms of new insights and the breadth of applications. We welcome this text by Abdel Hannachi who not only has a deep insight in the field but has himself made several contributions to new developments in the last 15 years. - Huug van den Dool, Climate Prediction Center, NCEP, College Park, MD, U.S.A. Now that weather and climate science is producing ever larger and richer data sets, the topic of pattern extraction and interpretation has become an essential part. This book provides an up to date overview of the latest techniques and developments in this area. - Maarten Ambaum, Department of Meteorology, University of Reading, U.K. This nicely and expertly written book covers a lot of ground, ranging from classical linear pattern identification techniques to more modern machine learning, illustrated with examples from weather & climate science. It will be very valuable both as a tutorial for graduate and postgraduate students and as a reference text for researchers and practitioners in the field. - Frank Kwasniok, College of Engineering, University of Exeter, U.K.

Patterns Identification and Data Mining in Weather and Climate

Patterns Identification and Data Mining in Weather and Climate PDF Author: Abdelwaheb Hannachi
Publisher: Springer Nature
ISBN: 3030670732
Category : Science
Languages : en
Pages : 607

Get Book Here

Book Description
Advances in computer power and observing systems has led to the generation and accumulation of large scale weather & climate data begging for exploration and analysis. Pattern Identification and Data Mining in Weather and Climate presents, from different perspectives, most available, novel and conventional, approaches used to analyze multivariate time series in climate science to identify patterns of variability, teleconnections, and reduce dimensionality. The book discusses different methods to identify patterns of spatiotemporal fields. The book also presents machine learning with a particular focus on the main methods used in climate science. Applications to atmospheric and oceanographic data are also presented and discussed in most chapters. To help guide students and beginners in the field of weather & climate data analysis, basic Matlab skeleton codes are given is some chapters, complemented with a list of software links toward the end of the text. A number of technical appendices are also provided, making the text particularly suitable for didactic purposes. The topic of EOFs and associated pattern identification in space-time data sets has gone through an extraordinary fast development, both in terms of new insights and the breadth of applications. We welcome this text by Abdel Hannachi who not only has a deep insight in the field but has himself made several contributions to new developments in the last 15 years. - Huug van den Dool, Climate Prediction Center, NCEP, College Park, MD, U.S.A. Now that weather and climate science is producing ever larger and richer data sets, the topic of pattern extraction and interpretation has become an essential part. This book provides an up to date overview of the latest techniques and developments in this area. - Maarten Ambaum, Department of Meteorology, University of Reading, U.K. This nicely and expertly written book covers a lot of ground, ranging from classical linear pattern identification techniques to more modern machine learning, illustrated with examples from weather & climate science. It will be very valuable both as a tutorial for graduate and postgraduate students and as a reference text for researchers and practitioners in the field. - Frank Kwasniok, College of Engineering, University of Exeter, U.K.

Weather Patterns

Weather Patterns PDF Author: Terry J. Jennings
Publisher: Evans Brothers
ISBN: 9780237527471
Category : Juvenile Nonfiction
Languages : en
Pages : 56

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Book Description
One of a series of accessible, illustrated guides to various weather and climate-related topics aimed at Key Stage 3 readers.

Weather Patterns

Weather Patterns PDF Author: Monica Hughes
Publisher: Capstone Classroom
ISBN: 9781403458872
Category : Juvenile Nonfiction
Languages : en
Pages : 36

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Book Description
Explains how weather is not completely random; outlines daily, yearly, seasonal, and locational patterns; and provides simple labels for patterns based on the amount of temperature and moisture, such as "hot and dry."

Understanding Weather Patterns

Understanding Weather Patterns PDF Author: Nancy Dickmann
Publisher: Pebble
ISBN: 1977133444
Category : Juvenile Nonfiction
Languages : en
Pages : 33

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Book Description
Weather is always changing. It can be unpredictable. But even with all the changes, some patterns can be found. Learn how meteorologists use tools and systems to measure and predict these patterns. Find out how these patterns influence weather around the world.

Weather Patterns

Weather Patterns PDF Author: Harriet Brundle
Publisher: Greenhaven Publishing LLC
ISBN: 1534524509
Category : Juvenile Nonfiction
Languages : en
Pages : 34

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Book Description
Readers learn how weather patterns are affected by climate change in this comprehensive text, which aligns with current science curriculum topics and accessibly explores a concept readers are exposed to every day on the news. They discover how weather has changed over time because of factors such as greenhouse gases and the burning of fossil fuels. Information on how to minimize one’s carbon footprint and help battle the damage caused by climate change is also included. Full-color photographs provide a compelling visual element to enhance the readers’ learning experience.

Weather Patterns

Weather Patterns PDF Author: Yves Earhart
Publisher: Publifye AS
ISBN: 8233935042
Category : Science
Languages : en
Pages : 94

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Book Description
'Weather Patterns' offers a comprehensive exploration of Earth's atmospheric systems, uniquely bridging the gap between basic meteorological concepts and complex climate dynamics. The book systematically unravels how temperature, pressure, and moisture interact to create the weather phenomena we experience daily, while also examining larger-scale atmospheric processes that influence global weather patterns. Starting with fundamental physics, the text progresses through three main sections that build upon each other: atmospheric principles, global weather systems, and modern prediction methods. Readers gain insight into fascinating processes like the formation of storm systems and the influence of Earth's rotation on weather patterns. The book particularly excels in explaining how changes in one region's weather can trigger worldwide effects, demonstrating the interconnected nature of our atmosphere through real-world examples and case studies. What sets this book apart is its balanced approach to complex meteorological concepts, making them accessible to both students and interested general readers while maintaining scientific rigor. By incorporating satellite data, historical weather records, and current research, it provides practical applications for weather prediction while acknowledging the limitations and ongoing debates in the field. The inclusion of ocean-atmosphere interactions and environmental impacts makes it especially relevant for understanding today's changing weather patterns.

Weather Patterns

Weather Patterns PDF Author: Schuh
Publisher: Carson-Dellosa Publishing
ISBN: 1731628471
Category : Juvenile Nonfiction
Languages : en
Pages : 28

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Book Description
GRADES K–2: This 24-page book (8’’ x 8’’) complements early elementary classroom weather units; introduces readers to different types of weather patterns. FEATURES: Includes an age-appropriate activity, a photo glossary, index, and an after reading activity to advance learning. WHY WEATHER WATCHERS: Each title in this collection focuses on a specific weather-related topic and its effects on people. These titles are great tools for helping build children’s reading comprehension skills. BUILD A LIBRARY: Collect every title from the collection to stock your home or classroom library. Reading together is a great way to bond while fostering communication and a lifelong love of reading.

Linkages Between Arctic Warming and Mid-Latitude Weather Patterns

Linkages Between Arctic Warming and Mid-Latitude Weather Patterns PDF Author: National Research Council
Publisher: National Academies Press
ISBN: 0309301912
Category : Science
Languages : en
Pages : 98

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Book Description
The Arctic has been undergoing significant changes in recent years. Average temperatures are rising twice as fast as they are elsewhere in the world. The extent and thickness of sea ice is rapidly declining. Such changes may have an impact on atmospheric conditions outside the region. Several hypotheses for how Arctic warming may be influencing mid-latitude weather patterns have been proposed recently. For example, Arctic warming could lead to a weakened jet stream resulting in more persistent weather patterns in the mid-latitudes. Or Arctic sea ice loss could lead to an increase of snow on high-latitude land, which in turn impacts the jet stream resulting in cold Eurasian and North American winters. These and other potential connections between a warming Arctic and mid-latitude weather are the subject of active research. Linkages Between Arctic Warming and Mid-Latitude Weather Patterns is the summary of a workshop convened in September 2013 by the National Research Council to review our current understanding and to discuss research needed to better understand proposed linkages. A diverse array of experts examined linkages between a warming Arctic and mid-latitude weather patterns. The workshop included presentations from leading researchers representing a range of views on this topic. The workshop was organized to allow participants to take a global perspective and consider the influence of the Arctic in the context of forcing from other components of the climate system, such as changes in the tropics, ocean circulation, and mid-latitude sea surface temperature. This report discusses our current understanding of the mechanisms that link declines in Arctic sea ice cover, loss of high-latitude snow cover, changes in Arctic-region energy fluxes, atmospheric circulation patterns, and the occurrence of extreme weather events; possible implications of more severe loss of summer Arctic sea ice upon weather patterns at lower latitudes; major gaps in our understanding, and observational and/or modeling efforts that are needed to fill those gaps; and current opportunities and limitations for using Arctic sea ice predictions to assess the risk of temperature/precipitation anomalies and extreme weather events over northern continents.

Tools to Predict Weather : An Introduction to Weather Patterns | Earth and Space Science Grade 1| Children’s Books on Science, Nature & How It Works

Tools to Predict Weather : An Introduction to Weather Patterns | Earth and Space Science Grade 1| Children’s Books on Science, Nature & How It Works PDF Author: Baby Professor
Publisher: Speedy Publishing LLC
ISBN: 1541987659
Category : Juvenile Nonfiction
Languages : en
Pages : 73

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Book Description
Uncover the mysteries of weather with this Grade 1 Earth and Space Science book, perfect for young meteorologists in the making. Through engaging explanations and activities, students will learn about the significant impact of weather on our lives, including how it influences our clothing, housing, and activities. Discover the science behind weather prediction, from understanding the causes of weather to utilizing meteorologists' tools to forecast it. Essential for any school library, this resource empowers students to look at the sky with curiosity and knowledge.

Deforestation and its potential disruption of the weather patterns of the Democratic Republic of the Congo: Insights from the Kahuzi-Biega National Park landscape

Deforestation and its potential disruption of the weather patterns of the Democratic Republic of the Congo: Insights from the Kahuzi-Biega National Park landscape PDF Author: Amani, C.
Publisher: CIFOR
ISBN:
Category :
Languages : en
Pages : 8

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Book Description