Introduction to Modeling Biological Cellular Control Systems (MS&A)

Weijiu Liu

  • 出版商: Springer
  • 出版日期: 2014-03-02
  • 售價: $2,420
  • 貴賓價: 9.5$2,299
  • 語言: 英文
  • 頁數: 284
  • 裝訂: Paperback
  • ISBN: 8847056365
  • ISBN-13: 9788847056367
  • 相關分類: 控制系統 Control-systems
  • 海外代購書籍(需單獨結帳)

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商品描述

This textbook contains the essential knowledge in modeling, simulation, analysis, and applications in dealing with biological cellular control systems. In particular, the book shows how to use the law of mass balance and the law of mass action to derive an enzyme kinetic model - the Michaelis-Menten function or the Hill function, how to use a current-voltage relation, Nernst potential equilibrium equation, and Hodgkin and Huxley's models to model an ionic channel or pump, and how to use the law of mass balance to integrate these enzyme or channel models into a complete feedback control system. The book also illustrates how to use data to estimate parameters in a model, how to use MATLAB to solve a model numerically, how to do computer simulations, and how to provide model predictions. Furthermore, the book demonstrates how to conduct a stability and sensitivity analysis on a model.

商品描述(中文翻譯)

本教科書包含了在處理生物細胞控制系統時,建模、模擬、分析和應用的基本知識。特別是,本書展示了如何使用質量平衡定律和質量作用定律來推導酶動力學模型——米氏方程或希爾方程,如何使用電流-電壓關係、能斯特電位平衡方程以及霍奇金和赫克斯利的模型來建模離子通道或泵,並且如何使用質量平衡定律將這些酶或通道模型整合成一個完整的反饋控制系統。本書還說明了如何使用數據來估計模型中的參數,如何使用MATLAB數值解決模型,如何進行計算機模擬,以及如何提供模型預測。此外,本書還演示了如何對模型進行穩定性和靈敏度分析。