Practical Design and Application of Model Predictive Control: MPC for MATLAB® and Simulink® Users

Nassim Khaled, Bibin Pattel

  • 出版商: Butterworth-Heinemann
  • 出版日期: 2018-05-23
  • 售價: $5,953
  • 貴賓價: 9.5$5,655
  • 語言: 英文
  • 頁數: 262
  • 裝訂: Paperback
  • ISBN: 0128139188
  • ISBN-13: 9780128139189
  • 相關分類: Machine Learning 機器學習Matlab

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商品描述

Practical Design and Application of Model Predictive Control is a self-learning resource on how to design, tune and deploy an MPC using MATLAB® and Simulink®. This reference is one of the most detailed publications on how to design and tune MPC controllers. Examples presented range from double-Mass spring system, ship heading and speed control, robustness analysis through Monte-Carlo simulations, photovoltaic optimal control, and energy management of power-split and air-handling control. Readers will also learn how to embed the designed MPC controller in a real-time platform such as Arduino®.

The selected problems are nonlinear and challenging, and thus serve as an excellent experimental, dynamic system to show the reader the capability of MPC. The step-by-step solutions of the problems are thoroughly documented to allow the reader to easily replicate the results. Furthermore, the MATLAB® and Simulink® codes for the solutions are available for free download. Readers can connect with the authors through the dedicated website which includes additional free resources at www.practicalmpc.com.

  • Illustrates how to design, tune and deploy MPC for projects in a quick manner
  • Demonstrates a variety of applications that are solved using MATLAB® and Simulink®
  • Bridges the gap in providing a number of realistic problems with very hands-on training
  • Provides MATLAB® and Simulink® code solutions. This includes nonlinear plant models that the reader can use for other projects and research work
  • Presents application problems with solutions to help reinforce the information learned