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

Autor Nassim Khaled, Bibin Pattel
en Limba Engleză Paperback – 9 mai 2018
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
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Specificații

ISBN-13: 9780128139189
ISBN-10: 0128139188
Pagini: 262
Dimensiuni: 152 x 229 mm
Greutate: 0.36 kg
Editura: ELSEVIER SCIENCE

Cuprins

1. Introduction
2. Theoretical Foundation of MPC
3. MPC Design for a Double Mass-Spring System
4. System Identification for a Ship
5. Single MPC Design for a Ship
6. Multiple MPC Design for a Ship
7. Monte-Carlo Simulations and Robustness Analysis for Multiple MPC of a Ship
8. MPC Design for Photovoltaic Cells
9. Real Time Embedded Target Application of MPC
10. MPC Design for Air-Handling Control of a Diesel Engine