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Author: Gustau Camps-Valls
Publisher: John Wiley & Sons
ISBN: 1119646162
Category : Technology & Engineering
Languages : en
Pages : 436
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Book Description
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.
Author: Gustau Camps-Valls
Publisher: John Wiley & Sons
ISBN: 1119646162
Category : Technology & Engineering
Languages : en
Pages : 436
Get Book Here
Book Description
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.
Author: Peter R. Sammonds
Publisher: World Scientific
ISBN: 186094762X
Category : Science
Languages : en
Pages : 343
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Book Description
" ... articles originating from invited papers published in the Philosophical Transactions of the Royal Society, [series A]."-- P. [4] of cover.
Author: Martin H. Trauth
Publisher: Springer
ISBN: 3662562030
Category : Science
Languages : en
Pages : 286
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Book Description
This second edition is an intensively revised and updated version of the book MATLAB® and Design Recipes for Earth Sciences. It aims to introduce students to the typical course followed by a data analysis project in earth sciences. A project usually involves searching relevant literature, reviewing and ranking published books and journal articles, extracting relevant information from the literature in the form of text, data, or graphs, searching and processing the relevant original data using MATLAB, and compiling and presenting the results as posters, abstracts, and oral presentations using graphics design software. The text of this book includes numerous examples on the use of internet resources, on the visualization of data with MATLAB, and on preparing scientific presentations. As with the book MATLAB Recipes for Earth Sciences–4rd Edition (2015), which demonstrates the use of statistical and numerical methods on earth science data, this book uses state-of-the art software packages, including MATLAB and the Adobe Creative Suite, to process and present geoscientific information collected during the course of an earth science project. The book's supplementary electronic material (available online through the publisher's website) includes color versions of all figures, recipes with all the MATLAB commands featured in the book, the example data, exported MATLAB graphics, and screenshots of the most important steps involved in processing the graphics.
Author:
Publisher:
ISBN:
Category : Nuclear energy
Languages : en
Pages : 722
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Book Description
Author: National Academies of Sciences, Engineering, and Medicine
Publisher: National Academies Press
ISBN: 0309676002
Category : Science
Languages : en
Pages : 145
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Book Description
The Earth system functions and connects in unexpected ways - from the microscopic interactions of bacteria and rocks to the macro-scale processes that build and erode mountains and regulate Earth's climate. Efforts to study Earth's intertwined processes are made even more pertinent and urgent by the need to understand how the Earth can continue to sustain both civilization and the planet's biodiversity. A Vision for NSF Earth Sciences 2020-2030: Earth in Time provides recommendations to help the National Science Foundation plan and support the next decade of Earth science research, focusing on research priorities, infrastructure and facilities, and partnerships. This report presents a compelling and vibrant vision of the future of Earth science research.
Author: Warren Manser
Publisher:
ISBN:
Category : Earth sciences
Languages : en
Pages : 320
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Book Description
Author: Ailsa Allaby
Publisher: Oxford University Press, USA
ISBN: 9780192800794
Category : Science
Languages : en
Pages : 640
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Book Description
This is the most authoritative and wide-ranging dictionary of earth sciences available in a single volume. Compiled with the help of a team of specialist contributors, it has been substantially revised and updated for this new edition. It is essential reference for all students of the subject, especially those on interdisciplinary courses. Over 6,000 entries New material on planetary science, remote sensing, statistics, and sequence stratigraphy Substantial updating in mineralogy and geophysics Exceptionally broad coverage also includes climatology, economic geology, geochemistry, oceanography, palaeontology, petrology, and volcanology New section of appendices includes wind strength scales; material, temporal, and chronostratigraphic units; and geologic, lunar, and Martian time scales
Author:
Publisher:
ISBN:
Category : Electrical engineering
Languages : en
Pages : 1120
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Book Description
Author: Michael Allaby
Publisher: Oxford University Press
ISBN: 0192575708
Category : Science
Languages : en
Pages : 1325
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Book Description
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.
Author: Stephan Harding
Publisher: Chelsea Green Publishing
ISBN: 1603581499
Category : Body, Mind & Spirit
Languages : en
Pages : 258
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Book Description
Modern science and western culture both teach that the planet we inhabit is a dead and passive lump of matter, but as Stephan Harding points out, this wasn't always the prevailing sentiment and in Animate Earth he sets out to explain how these older notions of an animate earth can be explained in rational, scientific terms. In this astounding book Harding lays out the facts and theories behind one of the most controversial notions to come out of the hard sciences arguably since Sir Isaac Newton's Principia or the first major publications to come out of the Copenhagen School regarding quantum mechanics. The latter is an important parallel: Whereas quantum mechanics is a science of the problem--it gave rise to the atomic bomb among other things--Gaia Theory in this age of global warming and dangerous climate change is a science of the solution. Its utility: Healing a dying planet becomes an option in a culture otherwise poised to fall into total ecological collapse. Replacing the cold, objectifying language of science with a way of speaking of our planet as a sentient, living being, Harding presents the science of Gaia in everyday English. His scientific passion and rigor shine through his luminous prose as he calls us to experience Gaia as a living presence and bringing to mind such popular science authors as James Gleick. Animate Earth will inspire in readers a profound sense of the interconnectedness of life, and to discover what it means to live harmoniously as part of a sentient creature of planetary proportions. This new understanding may solve the most serious problems that face us as a species today.
