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Finite Difference Computing with PDEs is written by Hans Petter Langtangen and published by Springer. It's available with International Standard Book Number or ISBN identification 3319554565 (ISBN 10) and 9783319554563 (ISBN 13).
This book is open access under a CC BY 4.0 license. This easy-to-read book introduces the basics of solving partial differential equations by means of finite difference methods. Unlike many of the traditional academic works on the topic, this book was written for practitioners. Accordingly, it especially addresses: the construction of finite difference schemes, formulation and implementation of algorithms, verification of implementations, analyses of physical behavior as implied by the numerical solutions, and how to apply the methods and software to solve problems in the fields of physics and biology.