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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.
We see it every day, yet we understand so little about Earth. From minerals to meteorites, this book covers every aspect of the science of our world. It breaks this complex discipline into four major sections: geology, oceanography, meteorology, and planetary science, and it gives an overview of the processes of each. Complete with interactive experiments and a glossary, this book makes the study of our planet—and other planets— easier than ever.
Modeling Uncertainty in the Earth Sciences highlights the various issues, techniques and practical modeling tools available for modeling the uncertainty of complex Earth systems and the impact that it has on practical situations. The aim of the book is to provide an introductory overview which covers a broad range of tried-and-tested tools. Descriptions of concepts, philosophies, challenges, methodologies and workflows give the reader an understanding of the best way to make decisions under uncertainty for Earth Science problems. The book covers key issues such as: Spatial and time aspect; large complexity and dimensionality; computation power; costs of 'engineering' the Earth; uncertainty in the modeling and decision process. Focusing on reliable and practical methods this book provides an invaluable primer for the complex area of decision making with uncertainty in the Earth Sciences.
This new edition includes 10,000 entries which cover all areas of geoscience, including planetary science, oceanography, palaeontology, mineralogy and volcanology. In this edition, 675 new entries have been added, and include expanded coverage of planetary geology and earth-observing-satellites. Other new entries terms such as Ianammox, Boomerangian, earth rheological layering, and metamorphic rock classification. The entries are also complemented by more than 130 diagrams and numerous web links that are listed on a regularly updated dedicated companion website. Appendices supplement the A-Z and have been extended to include three new tables on the Torino Impact Hazard Scale, Avalanche Classes, and the Volcanic Explosivity Index. The list of satellite missions has also been revised and updated to include recent developments. A Dictionary of Geology and Earth Sciences is an authoritative, and jargon-free resource for students of geology, geography, geosciences, physical science, and those in related disciplines.
At the turn of the nineteenth century, geology—and its claims that the earth had a long and colorful prehuman history—was widely dismissedasdangerous nonsense. But just fifty years later, it was the most celebrated of Victorian sciences. Ralph O’Connor tracks the astonishing growth of geology’s prestige in Britain, exploring how a new geohistory far more alluring than the standard six days of Creation was assembled and sold to the wider Bible-reading public. Shrewd science-writers, O’Connor shows, marketed spectacular visions of past worlds, piquing the public imagination with glimpses of man-eating mammoths, talking dinosaurs, and sea-dragons spawned by Satan himself. These authors—including men of science, women, clergymen, biblical literalists, hack writers, blackmailers, and prophets—borrowed freely from the Bible, modern poetry, and the urban entertainment industry, creating new forms of literature in order to transport their readers into a vanished and alien past. In exploring the use of poetry and spectacle in the promotion of popular science, O’Connor proves that geology’s success owed much to the literary techniques of its authors. An innovative blend of the history of science, literary criticism, book history, and visual culture, The Earth on Show rethinks the relationship between science and literature in the nineteenth century.
This brief, paperback version of the best-selling Earth Science by Lutgens and Tarbuck is designed for introductory courses in Earth science. The text's highly visual, non-technical survey emphasizes broad, up-to-date coverage of basic topics and principles in geology, oceanography, meteorology, and astronomy. A flexible design lends itself to the diversity of Earth science courses in both content and approach. As in previous editions, the main focus is to foster student understanding of basic Earth science principles. Used by over 1.5 million science students, the Mastering platform is the most effective and widely used online tutorial, homework, and assessment system for the sciences. This is the product access code card for MasteringX and does not include the actual bound book. Package contains: MasteringGeology standalone access card
This new text is presented in a style aimed at drawing students into close engagement with the subject matter, providing a solid education and fostering a sense of wonder and responsibility for God's amazing world. This text is perfect for middle school-aged students. It includes all the popular characteristics of Novare textbooks: smaller profile, vibrant, original, and relevant graphics, lucid conversational prose, and an approach that connects students with real-world science as stewards of God's creation. And of course, Novare's guiding principles of Mastery, Integration, and Kingdom perspective are woven throughout this text. Mastery learning is felt in the way key concepts, definitions, and skills are repeatedly brought up so that students rehearse and reencounter materials with a view toward more thorough retention of course content. We integrate relevant subjects such as mathematics, history, language skills, measurement, and more to both enhance the reading and demonstrate the connections that exist between all subjects. And Novare's Kingdom Perspective is evident in the attribution of the marvels of creation to God's creative power. Author Kevin Nelstead regularly draws the reader to appreciate the intricacy and excellence of God's works, tying in scripture where appropriate. Earth Science should be about much more than learning about rocks and mountains and the seasons. Think about how huge God's mandate to humans is that we are to steward and exhibit vice regency over creation! The best Christian curriculum will bring students into the wonder of God's astounding creation and foster the mind of a gracious and caring steward. Within the context of the fascinating study of landforms, minerals and planetary phenomena, many other timely and important topics are covered including conservation of natural resources, climate change, pollution, environmental justice, and the current scientific consensus concerning geologic history.
The authors emphasize three scientific themes: scientific literacy, Earth science and the human experience and the science of global change. They have included numerous examples of human interaction with the Earth that can serve as entry points for students to appreciate the nature of science.
Introduction to Earth Science helps students learn about the physical processes of Earth, and, in some cases, how these processes can affect and influence lift. The book examines crystallization and sedimentation to reveal the earth's past, ocean and wind circulation to help students interpret and understand climate, plate tectonics to explain natural phenomena like earthquakes, volcanoes, and mountain building, and more. The book begins by presenting students with information on the formation of Earth and an overview of the elements that make up the planet. In later chapters, students learn how to identify minerals and elements, how the science of plate tectonics has developed and changed over time, how magma forms, and how sedimentary rocks can help us understand how climates have evolved around the world. Additional chapters are devoted to exploring earthquakes, structural geology, geologic time, the ocean, and the atmosphere. The text closes with a chapter addressing the development of astronomy. Written to provide students with an accessible and complete primer on Earth's processes, Introduction to Earth Science is an ideal text for foundational courses in earth science and geoscience. Austin Boyd is a professor of physical science at Santa Fe College.