A Pragmatic Story of Model Predictive Control: Self-Contained Algorithms and Case-Studies
暫譯: 模型預測控制的實用故事:自包含演算法與案例研究
Mazen Alamir
- 出版商: CreateSpace Independ
- 出版日期: 2013-05-25
- 售價: $4,440
- 貴賓價: 9.5 折 $4,218
- 語言: 英文
- 頁數: 306
- 裝訂: Paperback
- ISBN: 1489541349
- ISBN-13: 9781489541345
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相關分類:
Algorithms-data-structures、Machine Learning
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相關主題
商品描述
Nowadays, optimality is a major concern in modern controlled systems, and since optimality generally steers the systems to the boundary of their admissible operational domain, no control designer can afford ignoring Model Predictive Control (MPC). MPC is the only control design methodology that enables systematic handling of constraints and optimality concerns. This book is addressed to under-graduate students in engineering who are interested in control design issues. It can also be used by control researchers or practitioners that are not specialized in MPC but who are willing to acquire a concise and concrete knowledge of this advanced control methodology. Researchers in Robotics, Mechatronics, Process control, Automotive control, Aerospace, Power Systems and so many other application domains where the control plays a crucial role can find in this book answers to their challenging problems. The book covers both linear and nonlinear constrained MPC with many case-studies. All the scripts that are used to produce the results are explicitly and exhaustively given in the book. These scripts can therefore serve as templates to engineers when facing real-life control problems. The book uses the Matlab scientific programming language and shows systematically how to use the Matlab Coder toolbox in order to produce real-time implementable compiled MPC solutions. Several reading advices are also given regarding the state of the art and the major current mainstream research directions on this hot and challenging topic.
商品描述(中文翻譯)
如今,最佳性是現代控制系統中的一個主要關注點,因為最佳性通常將系統引導至其可接受操作範圍的邊界,因此沒有控制設計師可以忽視模型預測控制(Model Predictive Control, MPC)。MPC 是唯一一種能夠系統性處理約束和最佳性問題的控制設計方法。本書針對對控制設計問題感興趣的工程學本科生。它也可以被不專精於 MPC 的控制研究者或實務工作者使用,這些人希望獲得對這一先進控制方法的簡明而具體的知識。從事機器人學、機電一體化、過程控制、汽車控制、航空航天、電力系統以及許多其他控制扮演關鍵角色的應用領域的研究者,都可以在本書中找到他們面臨的挑戰性問題的答案。
本書涵蓋了線性和非線性約束的 MPC,並提供了許多案例研究。所有用於產生結果的腳本在書中都有明確且詳盡的說明。因此,這些腳本可以作為工程師在面對現實控制問題時的範本。本書使用 Matlab 科學程式語言,並系統性地展示如何使用 Matlab Coder 工具箱來產生可實時實施的編譯 MPC 解決方案。
此外,書中還提供了幾個閱讀建議,涉及該熱門且具挑戰性的主題的最新技術和主要當前主流研究方向。