Deep Learning for the Earth Sciences

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Publisher : John Wiley & Sons
ISBN 13 : 1119646162
Total Pages : 436 pages
Book Rating : 4.1/5 (196 download)

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Book Synopsis Deep Learning for the Earth Sciences by : Gustau Camps-Valls

Download or read book Deep Learning for the Earth Sciences written by Gustau Camps-Valls and published by John Wiley & Sons. This book was released on 2021-08-18 with total page 436 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Four Revolutions in the Earth Sciences

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Publisher : Columbia University Press
ISBN 13 : 0231538456
Total Pages : 385 pages
Book Rating : 4.2/5 (315 download)

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Book Synopsis Four Revolutions in the Earth Sciences by : James Lawrence Powell

Download or read book Four Revolutions in the Earth Sciences written by James Lawrence Powell and published by Columbia University Press. This book was released on 2014-12-23 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the course of the twentieth century, scientists came to accept four counterintuitive yet fundamental facts about the Earth: deep time, continental drift, meteorite impact, and global warming. When first suggested, each proposition violated scientific orthodoxy and was quickly denounced as scientific—and sometimes religious—heresy. Nevertheless, after decades of rejection, scientists came to accept each theory. The stories behind these four discoveries reflect more than the fascinating push and pull of scientific work. They reveal the provocative nature of science and how it raises profound and sometimes uncomfortable truths as it advances. For example, counter to common sense, the Earth and the solar system are older than all of human existence; the interactions among the moving plates and the continents they carry account for nearly all of the Earth's surface features; and nearly every important feature of our solar system results from the chance collision of objects in space. Most surprising of all, we humans have altered the climate of an entire planet and now threaten the future of civilization. This absorbing scientific history is the only book to describe the evolution of these four ideas from heresy to truth, showing how science works in practice and how it inevitably corrects the mistakes of its practitioners. Scientists can be wrong, but they do not stay wrong. In the process, astonishing ideas are born, tested, and over time take root.

Modeling Uncertainty in the Earth Sciences

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Publisher : John Wiley & Sons
ISBN 13 : 1119998719
Total Pages : 294 pages
Book Rating : 4.1/5 (199 download)

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Book Synopsis Modeling Uncertainty in the Earth Sciences by : Jef Caers

Download or read book Modeling Uncertainty in the Earth Sciences written by Jef Caers and published by John Wiley & Sons. This book was released on 2011-05-25 with total page 294 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

MATLAB® Recipes for Earth Sciences

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Publisher : Springer Science & Business Media
ISBN 13 : 3540727485
Total Pages : 294 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis MATLAB® Recipes for Earth Sciences by : Martin H. Trauth

Download or read book MATLAB® Recipes for Earth Sciences written by Martin H. Trauth and published by Springer Science & Business Media. This book was released on 2007 with total page 294 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduces methods of data analysis in geosciences using MATLAB such as basic statistics for univariate, bivariate and multivariate datasets, jackknife and bootstrap resampling schemes, processing of digital elevation models, gridding and contouring, geostatistics and kriging, processing and georeferencing of satellite images, digitizing from the screen, linear and nonlinear time-series analysis and the application of linear time-invariant and adaptive filters. Includes a brief description of each method and numerous examples demonstrating how MATLAB can be used on data sets from earth sciences.

A Dictionary of Earth Sciences

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (91 download)

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Book Synopsis A Dictionary of Earth Sciences by : Michael Allaby

Download or read book A Dictionary of Earth Sciences written by Michael Allaby and published by . This book was released on 2008 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This dictionary of earth sciences has been revised and updated and contains over 6000 entries, including planetary science, remote sensing, statistics, and sequence stratigraphy, and substantial updating in paleontology, mineralogy, and geophysics.

The Basics of Earth Science

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Publisher :
ISBN 13 : 9780313093265
Total Pages : 0 pages
Book Rating : 4.0/5 (932 download)

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Book Synopsis The Basics of Earth Science by : Robert E. Krebs

Download or read book The Basics of Earth Science written by Robert E. Krebs and published by . This book was released on 2003 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides a comprehensive introduction to earth science and includes discussions on geologic forces, the hydrosphere, and the atmosphere.

A Dictionary of Geology and Earth Sciences

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Publisher : Oxford University Press
ISBN 13 : 0192575708
Total Pages : 1321 pages
Book Rating : 4.1/5 (925 download)

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Book Synopsis A Dictionary of Geology and Earth Sciences by : Michael Allaby

Download or read book A Dictionary of Geology and Earth Sciences written by Michael Allaby and published by Oxford University Press. This book was released on 2020-01-09 with total page 1321 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Practical Handbook of Earth Science

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Author :
Publisher : CRC Press
ISBN 13 : 1351374702
Total Pages : 426 pages
Book Rating : 4.3/5 (513 download)

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Book Synopsis Practical Handbook of Earth Science by : Jane H. Hodgkinson

Download or read book Practical Handbook of Earth Science written by Jane H. Hodgkinson and published by CRC Press. This book was released on 2017-09-11 with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt: This self-contained handbook provides a carefully researched, compact source of key earth science information and data, logically sorted by subject matter, and then cross-referenced. Appealing to both experts and non-experts alike, the book presents earth science and environmental science as closely intertwined. It includes tables of the global distributions of fossil fuels, contrasted by tables of the distribution of non-fossil energy sources. Concise explanations cover the subject matters of geology, geophysics, oceans, atmosphere with attention to environmental implications and resources.

Geodetic Time Series Analysis in Earth Sciences

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Publisher : Springer
ISBN 13 : 3030217183
Total Pages : 422 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Geodetic Time Series Analysis in Earth Sciences by : Jean-Philippe Montillet

Download or read book Geodetic Time Series Analysis in Earth Sciences written by Jean-Philippe Montillet and published by Springer. This book was released on 2019-08-16 with total page 422 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an essential appraisal of the recent advances in technologies, mathematical models and computational software used by those working with geodetic data. It explains the latest methods in processing and analyzing geodetic time series data from various space missions (i.e. GNSS, GRACE) and other technologies (i.e. tide gauges), using the most recent mathematical models. The book provides practical examples of how to apply these models to estimate seal level rise as well as rapid and evolving land motion changes due to gravity (ice sheet loss) and earthquakes respectively. It also provides a necessary overview of geodetic software and where to obtain them.

Isotopes in the Earth Sciences

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Publisher : Springer Science & Business Media
ISBN 13 : 9400926111
Total Pages : 659 pages
Book Rating : 4.4/5 (9 download)

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Book Synopsis Isotopes in the Earth Sciences by : H.-G. Attendorn

Download or read book Isotopes in the Earth Sciences written by H.-G. Attendorn and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 659 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Earth Sciences

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Publisher :
ISBN 13 : 9781627951425
Total Pages : 144 pages
Book Rating : 4.9/5 (514 download)

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Book Synopsis Earth Sciences by : Tom Jackson

Download or read book Earth Sciences written by Tom Jackson and published by . This book was released on 2019-10 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: Through 100 pivotal milestones, this gorgeous reference book and timeline show how our planet has evolved from a disk of dust left behind by a young Sun. The accessible text describes the Earth's ever-changing layers and what researchers have learned about the past through fossils and about the future in the search for habitable exoplanets. At a time when human life is impacting the Earth at a noticeable rate.

Introduction to Python in Earth Science Data Analysis

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Publisher : Springer Nature
ISBN 13 : 3030780554
Total Pages : 229 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Introduction to Python in Earth Science Data Analysis by : Maurizio Petrelli

Download or read book Introduction to Python in Earth Science Data Analysis written by Maurizio Petrelli and published by Springer Nature. This book was released on 2021-09-16 with total page 229 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook introduces the use of Python programming for exploring and modelling data in the field of Earth Sciences. It drives the reader from his very first steps with Python, like setting up the environment and starting writing the first lines of codes, to proficient use in visualizing, analyzing, and modelling data in the field of Earth Science. Each chapter contains explicative examples of code, and each script is commented in detail. The book is minded for very beginners in Python programming, and it can be used in teaching courses at master or PhD levels. Also, Early careers and experienced researchers who would like to start learning Python programming for the solution of geological problems will benefit the reading of the book.

Earth Sciences and Archaeology

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Publisher : Springer Science & Business Media
ISBN 13 : 1461511836
Total Pages : 519 pages
Book Rating : 4.4/5 (615 download)

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Book Synopsis Earth Sciences and Archaeology by : Paul Goldberg

Download or read book Earth Sciences and Archaeology written by Paul Goldberg and published by Springer Science & Business Media. This book was released on 2013-11-11 with total page 519 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume brings together contributions from an experienced group of archaeologists and geologists whose common objective is to present thorough and current reviews of the diverse ways in which methods from the earth sciences can contribute to archaeological research. Many areas of research are addressed here, including artifact analysis and sourcing, landscape reconstruction and site formation analysis, soil micromorphology and geophysical exploration of buried sites.

Chemistry for Environmental and Earth Sciences

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Publisher : CRC Press
ISBN 13 : 1420005693
Total Pages : 246 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Chemistry for Environmental and Earth Sciences by : Catherine Vanessa Anne Duke

Download or read book Chemistry for Environmental and Earth Sciences written by Catherine Vanessa Anne Duke and published by CRC Press. This book was released on 2007-10-01 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: Tackling environmental issues such as global warming, ozone depletion, acid rain, water pollution, and soil contamination requires an understanding of the underlying science and chemistry of these processes in real-world systems and situations. Chemistry for Environmental and Earth Sciences provides a student-friendly introduction to the bas

Image Analysis in Earth Sciences

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Publisher : Springer Science & Business Media
ISBN 13 : 364210343X
Total Pages : 520 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Image Analysis in Earth Sciences by : Renée Heilbronner

Download or read book Image Analysis in Earth Sciences written by Renée Heilbronner and published by Springer Science & Business Media. This book was released on 2013-07-03 with total page 520 pages. Available in PDF, EPUB and Kindle. Book excerpt: Image Analysis in Earth Sciences is a graduate level textbook for researchers and students interested in the quantitative microstructure and texture analysis of earth materials. Methods of analysis and applications are introduced using carefully worked examples. The input images are typically derived from earth materials, acquired at a wide range of scales, through digital photography, light and electron microscopy. The book focuses on image acquisition, pre- and post-processing, on the extraction of objects (segmentation), the analysis of volumes and grain size distributions, on shape fabric analysis (particle and surface fabrics) and the analysis of the frequency domain (FFT and ACF). The last chapters are dedicated to the analysis of crystallographic fabrics and orientation imaging. Throughout the book the free software Image SXM is used.

The Cultural Landscape

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Publisher : Prentice Hall
ISBN 13 : 9780321831583
Total Pages : 0 pages
Book Rating : 4.8/5 (315 download)

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Book Synopsis The Cultural Landscape by : James M. Rubenstein

Download or read book The Cultural Landscape written by James M. Rubenstein and published by Prentice Hall. This book was released on 2014 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Trusted for its timeliness, readability, and sound pedagogy, The Cultural Landscape: An Introduction to Human Geography emphasizes the relevance of geographic concepts to human problems. The relationship between globalization and cultural diversity is woven throughout; Rubenstein addresses these themes with a clear organization and presentation that engages students and appeals to instructors. The Eleventh Edition focuses on issues of access and inequality to discuss negative trends (such as the economic downturn, depleting resources, and human-caused climate change) as well as positive steps taken (sustainability, technology, regime change, women s rights, and more). An updated design is optimized for eBooks and more effective student learning. The cartography and photos are fully updated. "

Next Generation Earth Systems Science at the National Science Foundation

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Publisher :
ISBN 13 : 9780309224468
Total Pages : pages
Book Rating : 4.2/5 (244 download)

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Book Synopsis Next Generation Earth Systems Science at the National Science Foundation by : National Academies of Sciences Engineering and Medicine

Download or read book Next Generation Earth Systems Science at the National Science Foundation written by National Academies of Sciences Engineering and Medicine and published by . This book was released on 2022-06-22 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The National Science Foundation (NSF) has played a key role over the past several decades in advancing understanding of Earth's systems by funding research on atmospheric, ocean, hydrologic, geologic, polar, ecosystem, social, and engineering-related processes. Today, however, those systems are being driven like never before by human technologies and activities. Our understanding has struggled to keep pace with the rapidity and magnitude of human-driven changes, their impacts on human and ecosystem sustainability and resilience, and the effectiveness of different pathways to address those challenges. Given the urgency of understanding human-driven changes, NSF will need to sustain and expand its efforts to achieve greater impact. The time is ripe to create a next-generation Earth systems science initiative that emphasizes research on complex interconnections and feedbacks between natural and social processes. This will require NSF to place an increased emphasis on research inspired by real-world problems while maintaining their strong legacy of curiosity driven research across many disciplines ? as well as enhance the participation of social, engineering, and data scientists, and strengthen efforts to include diverse perspectives in research.