DMCA. Copyrighted Work that you can Claim.
Base have 250 515 books.
Search: 


📙 The Application of Neural Networks in the Earth System Sciences: Neural Networks Emulations for Complex Multidimensional Mappings by Vladimir M. Krasnopolsky (auth.) — pdf free


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)






About book:

About file:

  • File size: 5 190 862
  • Format: pdf


Security code:
Download button

Similar books results


Neural Networks for Applied Sciences and Engineering: From Fundamentals to Complex Pattern Recognition
Neural Networks for Applied Sciences and Engineering: From Fundamentals to Complex Pattern Recognition download pdf by Sandhya Samarasinghe

In response to the exponentially increasing need to analyze vast amounts of data, Neural Networks for Applied Sciences and Engineering: From Fundamentals to Complex Pattern Recognition provides scientists with a simple but systematic introduction to neura...

The 1998 IEEE International Joint Conference on Neural Network Proceedings: IEEE World Congress on Computational Intelligence: May 4-May 9, 1998 Anchorage, Alaska, USA
The 1998 IEEE International Joint Conference on Neural Network Proceedings: IEEE World Congress on Computational Intelligence: May 4-May 9, 1998 Anchorage, Alaska, USA download pdf by IEEE Neural Networks Council, Ch&&&&&, Institute of Electrical and Electronics

This is the major conference in the field of neural networks with the latest theoretical and practical developments. Topics include: applications, image & signal processing, data analysis, mathematical foundations, neural network architectures, and r...

Understanding the earth system : global change science for application
Understanding the earth system : global change science for application free epub by Sarah Cornell; I Colin Prentice; Joanna House; Catherine Downy

''Explaining the what, the how and the why of climate science, this multidisciplinary new book provides a review of research from the last decade, illustrated with cutting-edge data and observations. A key focus is the development of analysis tools that c...

Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences
Four-Dimensional Model Assimilation of Data: A Strategy for the Earth System Sciences free pdf by National Research Council

Panel on Model-Assimilated Data Sets for Atmospheric and Oceanic Research, Environment and Resources Commission on Geosciences, Division on Earth and Life Studies, National Research Council This volume explores and evaluates the development, multiple a...

Cosmogenic Nuclides: Principles, Concepts and Applications in the Earth Surface Sciences
Cosmogenic Nuclides: Principles, Concepts and Applications in the Earth Surface Sciences free epub by Dunai Tibor J.

This is the first book to provide a comprehensive and state-of-the-art introduction to the novel and fast-evolving topic of in-situ produced cosmogenic nuclides. It presents an accessible introduction to the theoretical foundations, with explanations of r...

Neural Networks and Soft Computing: Proceedings of the Sixth International Conference on Neural Networks and Soft Computing, Zakopane, Poland, June 11–15, 2002
Neural Networks and Soft Computing: Proceedings of the Sixth International Conference on Neural Networks and Soft Computing, Zakopane, Poland, June 11–15, 2002 free pdf by Lotfi A. Zadeh (auth.), Prof. Leszek Rutkowski, Prof. Janusz Kacprzyk (eds.)

This volume presents new trends and developments in soft computing techniques. Topics include: neural networks, fuzzy systems, evolutionary computation, knowledge discovery, rough sets, and hybrid methods. It also covers various applications of soft compu...

Radial Basis Function (RBF) Neural Network Control for Mechanical Systems: Design, Analysis and Matlab Simulation
Radial Basis Function (RBF) Neural Network Control for Mechanical Systems: Design, Analysis and Matlab Simulation epub download by Jinkun Liu (auth.)

Radial Basis Function (RBF) Neural Network Controlfor Mechanical Systems is motivated by the need for systematic design approaches to stable adaptive control system design using neural network approximation-based techniques. The main objectives of the boo...

Databases in Networked Information Systems: Second International Workshop, DNIS 2002 Aizu, Japan, December 16–18, 2002 Proceedings
Databases in Networked Information Systems: Second International Workshop, DNIS 2002 Aizu, Japan, December 16–18, 2002 Proceedings free pdf by Gio Wiederhold (auth.), Subhash Bhalla (eds.)

This book constitutes the refereed proceedings of the Second International Workshop on Databases in Networked Information Systems, DNIS 2002, held in Aizu, Japan in December 2002. The 16 revised full papers presented with five invited papers were carefull...

Neural Networks (Quantitative Applications in the Social Sciences)
Neural Networks (Quantitative Applications in the Social Sciences) epub download by Dr. Hervé Abdi, Dominique Valentin, Dr. Betty Edelman

This book provides the first accessible introduction to neural network analysis as a methodological strategy for social scientists. The author details numerous studies and examples which illustrate the advantages of neural network analysis over other quan...

The Neuropsychology of Language: Essays in Honor of Eric Lenneberg
The Neuropsychology of Language: Essays in Honor of Eric Lenneberg download pdf by Noam Chomsky (auth.), R. W. Rieber (eds.)

The essays in this volume have been gathered together to honor Eric H. Lenneberg. Together they represent the broad range of topics in which he took some interest. For one of the distinguishing features of Eric Lenneberg's theoretical work was its synthes...

The Respiratory Functions of Blood
The Respiratory Functions of Blood pdf free by Lars Garby, Jerry Meldon (auth.)

This monograph is the first of a series which is designed to present in depth timely reviews of subjects related to the blood. Insofar as each subject lends itself, the clinical aspects of each topic will be presented as fully as is appropriate, in additi...

The Origins and Course of Psychopathology: Methods of Longitudinal Research
The Origins and Course of Psychopathology: Methods of Longitudinal Research free download by John S. Strauss, Haroutun M. Babigian, Merrill Roff (auth.), John S. Strauss, Haroutun M. Babigian, Merrill Roff (eds.)

The Society for Life History Research in Psychopathology is a group of investigators from many disciplines who share an interest in studying the longitudinal aspects of psychiat­ ric disorder. Sociologists, psychologists, statisticians, psychiatrists, epi...

The Stream of Consciousness: Scientific Investigations into the Flow of Human Experience
The Stream of Consciousness: Scientific Investigations into the Flow of Human Experience free pdf by Kenneth S. Pope, Jerome L. Singer (auth.), Kenneth S. Pope, Jerome L. Singer (eds.)

Vigilance: Theory, Operational Performance, and Physiological Correlates
Vigilance: Theory, Operational Performance, and Physiological Correlates epub download by Robert R. Mackie (auth.), Robert R. Mackie (eds.)

This volume contains the proceedings of a symposium held in St. Vincent, Italy, on August 3-6,1976, entitled "Vigilance II: Relationships Among Theory, Physiological Correlates, and Opera­ tional Performance." The symposium was sponsored jointly by the Hu...

Transport Processes in Lakes and Oceans
Transport Processes in Lakes and Oceans download pdf by Ronald J. Gibbs (auth.), Ronald J. Gibbs, Richard P. Shaw (eds.)

The Eighty-Second National Meeting of the American Institute of Chemical Engineers, held in Atlantic City, New Jersey, from August 29 through September 1, 1976, had as one of its themes the topic of transport processes. One of the sessions related to this...

The Hippocampus: Volume 1: Structure and Development
The Hippocampus: Volume 1: Structure and Development download pdf by Robert L. Isaacson, Karl H. Pribram (auth.), Robert L. Isaacson, Karl H. Pribram (eds.)

These books are the result of a conviction held by the editors, authors, and publisher that the time is appropriate for assembling in one place information about functions of the hippocampus derived from many varied lines of research. Because of the explo...

The Heroin Stimulus: Implications for a Theory of Addiction
The Heroin Stimulus: Implications for a Theory of Addiction free epub by Roger E. Meyer M.D., Steven M. Mirin M.D. (auth.)

The simple fact that the authors were able to give injectable heroin to volunteers for addictive self-administration at a Harvard facility may elude the notice it deserves. On the other hand, resec:irch questions center­ ing on whether heroin is linked to...

Trends in the Biology of Fermentations for Fuels and Chemicals
Trends in the Biology of Fermentations for Fuels and Chemicals free download by Alexander Hollaender (auth.), Alexander Hollaender, Robert Rabson, Palmer Rogers, Anthony San Pietro, Raymond Valentine, Ralph Wolfe (eds.)

The growing concern about where energy rich chemicals for the future will come from has stimulated a resurgence of interest in the potentialities of microbial fermentations to assist in meeting anti­ cipated demands for fuels and chemicals. While much att...

The Woman Patient: Aggression, Adaptations, and Psychotherapy
The Woman Patient: Aggression, Adaptations, and Psychotherapy free epub by Carol C. Nadelson M. D., Malkah T. Notman M. D. (auth.), Malkah T. Notman M. D., Carol C. Nadelson M. D. (eds.)

This volume continues some of the issues raised in Volume 2 and fo­ cuses more closely on therapeutic intervention. The theoretical discus­ sion of aggression provides a background for the presentation of pat­ terns of aggression and violence affecting wo...