The Application of Neural Networks in the Earth System Sciences

Neural Networks Emulations for Complex Multidimensional Mappings

Nonfiction, Science & Nature, Science, Other Sciences, Meteorology, Computers, Advanced Computing, Artificial Intelligence
Cover of the book The Application of Neural Networks in the Earth System Sciences by Vladimir M. Krasnopolsky, Springer Netherlands
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Vladimir M. Krasnopolsky ISBN: 9789400760738
Publisher: Springer Netherlands Publication: June 14, 2013
Imprint: Springer Language: English
Author: Vladimir M. Krasnopolsky
ISBN: 9789400760738
Publisher: Springer Netherlands
Publication: June 14, 2013
Imprint: Springer
Language: English

This book brings together a representative set of Earth System Science (ESS) applications of the neural network (NN) technique. It examines a progression of atmospheric and oceanic problems, which, from the mathematical point of view, can be formulated as complex, multidimensional, and nonlinear mappings. It is shown that these problems can be solved utilizing a particular type of NN – the multilayer perceptron (MLP). This type of NN applications covers the majority of NN applications developed in ESSs such as meteorology, oceanography, atmospheric and oceanic satellite remote sensing, numerical weather prediction, and climate studies. The major properties of the mappings and MLP NNs are formulated and discussed. Also, the book presents basic background for each introduced application and provides an extensive set of references.

 “This is an excellent book to learn how to apply artificial neural network methods to earth system sciences. The author, Dr. Vladimir Krasnopolsky, is a universally recognized master in this field. With his vast knowledge and experience, he carefully guides the reader through a broad variety of problems found in the earth system sciences where neural network methods can be applied fruitfully. (...) The broad range of topics covered in this book ensures that researchers/graduate students from many fields (...) will find it an invaluable guide to neural network methods.” (Prof. William W. Hsieh, University of British Columbia, Vancouver, Canada)

 
“Vladimir Krasnopolsky has been the “founding father” of applying computation intelligence methods to environmental science; (...) Dr. Krasnopolsky has created a masterful exposition of a young, yet maturing field that promises to advance a deeper understanding of best modeling practices in environmental science.” (Dr. Sue Ellen Haupt, National Center for Atmospheric Research, Boulder, USA)

 
“Vladimir Krasnopolsky has written an important and wonderful book on applications of neural networks to replace complex and expensive computational algorithms within Earth System Science models. He is uniquely qualified to write this book, since he has been a true pioneer with regard to many of these applications. (...) Many other examples of creative emulations will inspire not just readers interested in the Earth Sciences, but any other modeling practitioner (...) to address both theoretical and practical complex problems that may (or will!) arise in a complex system."  ” (Prof. Eugenia Kalnay, University of Maryland, USA)

 

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This book brings together a representative set of Earth System Science (ESS) applications of the neural network (NN) technique. It examines a progression of atmospheric and oceanic problems, which, from the mathematical point of view, can be formulated as complex, multidimensional, and nonlinear mappings. It is shown that these problems can be solved utilizing a particular type of NN – the multilayer perceptron (MLP). This type of NN applications covers the majority of NN applications developed in ESSs such as meteorology, oceanography, atmospheric and oceanic satellite remote sensing, numerical weather prediction, and climate studies. The major properties of the mappings and MLP NNs are formulated and discussed. Also, the book presents basic background for each introduced application and provides an extensive set of references.

 “This is an excellent book to learn how to apply artificial neural network methods to earth system sciences. The author, Dr. Vladimir Krasnopolsky, is a universally recognized master in this field. With his vast knowledge and experience, he carefully guides the reader through a broad variety of problems found in the earth system sciences where neural network methods can be applied fruitfully. (...) The broad range of topics covered in this book ensures that researchers/graduate students from many fields (...) will find it an invaluable guide to neural network methods.” (Prof. William W. Hsieh, University of British Columbia, Vancouver, Canada)

 
“Vladimir Krasnopolsky has been the “founding father” of applying computation intelligence methods to environmental science; (...) Dr. Krasnopolsky has created a masterful exposition of a young, yet maturing field that promises to advance a deeper understanding of best modeling practices in environmental science.” (Dr. Sue Ellen Haupt, National Center for Atmospheric Research, Boulder, USA)

 
“Vladimir Krasnopolsky has written an important and wonderful book on applications of neural networks to replace complex and expensive computational algorithms within Earth System Science models. He is uniquely qualified to write this book, since he has been a true pioneer with regard to many of these applications. (...) Many other examples of creative emulations will inspire not just readers interested in the Earth Sciences, but any other modeling practitioner (...) to address both theoretical and practical complex problems that may (or will!) arise in a complex system."  ” (Prof. Eugenia Kalnay, University of Maryland, USA)

 

More books from Springer Netherlands

Cover of the book Mandatory Reporting Laws and the Identification of Severe Child Abuse and Neglect by Vladimir M. Krasnopolsky
Cover of the book Water Management in New Zealand's Canterbury Region by Vladimir M. Krasnopolsky
Cover of the book Companion Modelling by Vladimir M. Krasnopolsky
Cover of the book Microbial Mats by Vladimir M. Krasnopolsky
Cover of the book Successful Family Language Policy by Vladimir M. Krasnopolsky
Cover of the book New Frontiers in Bryology by Vladimir M. Krasnopolsky
Cover of the book Modelling Written Communication by Vladimir M. Krasnopolsky
Cover of the book Optimization and Control Methods in Industrial Engineering and Construction by Vladimir M. Krasnopolsky
Cover of the book Desmoid Tumors by Vladimir M. Krasnopolsky
Cover of the book Advances in Intravital Microscopy by Vladimir M. Krasnopolsky
Cover of the book Toward a Science of Man in Society by Vladimir M. Krasnopolsky
Cover of the book Engineering Education for Social Justice by Vladimir M. Krasnopolsky
Cover of the book Environmental Dilemmas by Vladimir M. Krasnopolsky
Cover of the book Hydrological, Socioeconomic and Ecological Impacts of the North Atlantic Oscillation in the Mediterranean Region by Vladimir M. Krasnopolsky
Cover of the book The Visible and the Invisible in the Interplay between Philosophy, Literature and Reality by Vladimir M. Krasnopolsky
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy