Calculus for Cognitive Scientists

Partial Differential Equation Models

James Peterson (Autor)

Buch | Hardcover

534 Seiten

2016 | 1st ed. 2016
Springer Verlag, Singapore
978-981-287-878-6 (ISBN)

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This book shows cognitive scientists in training how mathematics, computer science and science can be usefully and seamlessly intertwined. It is a follow-up to the first two volumes on mathematics for cognitive scientists, and includes the mathematics and computational tools needed to understand how to compute the terms in the Fourier series expansions that solve the cable equation. The latter is derived from first principles by going back to cellular biology and the relevant biophysics. A detailed discussion of ion movement through cellular membranes, and an explanation of how the equations that govern such ion movement leading to the standard transient cable equation are included. There are also solutions for the cable model using separation of variables, as well an explanation of why Fourier series converge and a description of the implementation of MatLab tools to compute the solutions. Finally, the standard Hodgkin - Huxley model is developed for an excitable neuron and is solved using MatLab.

Dr. James Peterson is an Associate Professor in Mathematical Sciences and Biological Sciences at Clemson University, USA. His formal training is in mathematics but he has worked as an aerospace engineer and a software engineer also. He enjoys working on very hard problems that require multiple disciplines to make sense out of and he reads, studies and plays in cutting edge areas a lot as part of his interests.

Introduction.- Graham - Schmidt Orthogonalization.- Numerical Diﬀerential Equations.- Biological Molecules.- Ion Movement.- Lumped and Distributed Cell Models.- Time Independent Solutions to Inﬁnite Cables.- Time Independent Solutions to Finite and Half-Inﬁnite Space Cables.- A Primer On Series Solutions.- Linear Partial Diﬀerential Equations.- Simpliﬁed Dendrite - Soma – Axon Information Processing.- The Basic Hodgkin - Huxley Model.- Final Thoughts.- Background Reading.

Reihe/Serie	Cognitive Science and Technology
Zusatzinfo	156 Illustrations, color; XXXI, 534 p. 156 illus. in color.
Verlagsort	Singapore
Sprache	englisch
Maße	155 x 235 mm
Themenwelt	Geisteswissenschaften ► Psychologie
	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
	Naturwissenschaften ► Physik / Astronomie
	Technik
Schlagworte	Cable Equation • Graham-Schmidt Orthogonalization • Hodgkin - Huxley model • Ion movement • Lumped models • Neural processing • Numerical ODEs
ISBN-10	981-287-878-5 / 9812878785
ISBN-13	978-981-287-878-6 / 9789812878786
Zustand	Neuware