An Introduction to Neural Network Methods for Differential Equations is popular PDF and ePub book, written by Neha Yadav in 2015-02-26, it is a fantastic choice for those who relish reading online the Mathematics genre. Let's immerse ourselves in this engaging Mathematics book by exploring the summary and details provided below. Remember, An Introduction to Neural Network Methods for Differential Equations can be Read Online from any device for your convenience.
An Introduction to Neural Network Methods for Differential Equations Book PDF Summary
This book introduces a variety of neural network methods for solving differential equations arising in science and engineering. The emphasis is placed on a deep understanding of the neural network techniques, which has been presented in a mostly heuristic and intuitive manner. This approach will enable the reader to understand the working, efficiency and shortcomings of each neural network technique for solving differential equations. The objective of this book is to provide the reader with a sound understanding of the foundations of neural networks and a comprehensive introduction to neural network methods for solving differential equations together with recent developments in the techniques and their applications. The book comprises four major sections. Section I consists of a brief overview of differential equations and the relevant physical problems arising in science and engineering. Section II illustrates the history of neural networks starting from their beginnings in the 1940s through to the renewed interest of the 1980s. A general introduction to neural networks and learning technologies is presented in Section III. This section also includes the description of the multilayer perceptron and its learning methods. In Section IV, the different neural network methods for solving differential equations are introduced, including discussion of the most recent developments in the field. Advanced students and researchers in mathematics, computer science and various disciplines in science and engineering will find this book a valuable reference source.
Detail Book of An Introduction to Neural Network Methods for Differential Equations PDF
- Author : Neha Yadav
- Release : 26 February 2015
- Publisher : Springer
- ISBN : 9789401798167
- Genre : Mathematics
- Total Page : 124 pages
- Language : English
- PDF File Size : 8,7 Mb
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