Calculus for Cognitive Scientists: Partial Differential Equation Models (Cognitive Science and Technology)
暫譯: 認知科學家的微積分:偏微分方程模型(認知科學與技術)

James Peterson

  • 出版商: Springer
  • 出版日期: 2018-12-09
  • 售價: $6,930
  • 貴賓價: 9.5$6,584
  • 語言: 英文
  • 頁數: 568
  • 裝訂: Paperback
  • ISBN: 9811357218
  • ISBN-13: 9789811357213
  • 相關分類: 微積分 Calculus
  • 海外代購書籍(需單獨結帳)

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商品描述

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.

商品描述(中文翻譯)

這本書向正在接受訓練的認知科學家展示數學、計算機科學和科學如何有用且無縫地交織在一起。這是針對認知科學家數學的前兩卷的後續作品,包含理解如何計算解決電纜方程的傅立葉級數展開式中所需的數學和計算工具。後者是從基本原理出發,回到細胞生物學和相關的生物物理學。書中詳細討論了離子通過細胞膜的運動,並解釋了支配這種離子運動的方程,這些方程導致標準瞬態電纜方程的形成。還提供了使用變數分離法解決電纜模型的解法,以及解釋傅立葉級數收斂的原因,並描述了如何使用MatLab工具來計算解。最後,標準的霍奇金-赫克斯利模型被發展出來,用於可激發神經元,並使用MatLab進行求解。