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

Nassim Khaled, Bibin Pattel

  • 出版商: Butterworth-Heineman
  • 出版日期: 2018-05-09
  • 售價: $4,870
  • 貴賓價: 9.5$4,627
  • 語言: 英文
  • 頁數: 262
  • 裝訂: Paperback
  • ISBN: 0128139188
  • ISBN-13: 9780128139189
  • 相關分類: MatlabMachine Learning
  • 海外代購書籍(需單獨結帳)

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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

商品描述(中文翻譯)

《模型預測控制的實用設計與應用》是一本自學資源,介紹如何使用 MATLAB® 和 Simulink® 設計、調整和部署 MPC。這本參考書是有關設計和調整 MPC 控制器的最詳細出版物之一。所呈現的範例包括雙質量彈簧系統、船舶航向和速度控制、透過蒙地卡羅模擬進行的穩健性分析、光伏最佳控制以及電力分配和空氣處理控制的能源管理。讀者還將學習如何將設計的 MPC 控制器嵌入到如 Arduino® 等實時平台中。

所選擇的問題是非線性且具挑戰性,因此作為一個優秀的實驗動態系統,向讀者展示 MPC 的能力。問題的逐步解決方案有詳細的文檔記錄,以便讀者輕鬆複製結果。此外,解決方案的 MATLAB® 和 Simulink® 代碼可供免費下載。讀者可以通過專門的網站與作者聯繫,該網站提供額外的免費資源,網址為 www.practicalmpc.com。

- 迅速展示如何為項目設計、調整和部署 MPC
- 演示使用 MATLAB® 和 Simulink® 解決的各種應用
- 彌補提供多個現實問題與實作訓練之間的差距
- 提供 MATLAB® 和 Simulink® 代碼解決方案,包括讀者可用於其他項目和研究工作的非線性植物模型
- 提出應用問題及其解決方案,以幫助加強所學資訊