Calculus for Cognitive Scientists

Partial Differential Equation Models

Specificaties
Gebonden, blz. | Engels
Springer Nature Singapore | e druk, 2016
ISBN13: 9789812878786
Rubricering
Springer Nature Singapore e druk, 2016 9789812878786
Onderdeel van serie Cognitive Science and Technology
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

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.

Specificaties

ISBN13:9789812878786
Taal:Engels
Bindwijze:gebonden
Uitgever:Springer Nature Singapore

Inhoudsopgave

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.<br />

Rubrieken

Populaire producten

    Personen

      Trefwoorden

        Calculus for Cognitive Scientists