Optimal Networked Control Systems with MATLAB (Hardcover)
暫譯: 使用 MATLAB 的最佳網絡控制系統 (精裝版)
Jagannathan Sarangapani, Hao Xu
- 出版商: CRC
- 出版日期: 2015-12-16
- 售價: $7,710
- 貴賓價: 9.5 折 $7,325
- 語言: 英文
- 頁數: 355
- 裝訂: Hardcover
- ISBN: 1482235250
- ISBN-13: 9781482235258
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相關分類:
Matlab、控制系統 Control-systems
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商品描述
Optimal Networked Control Systems with MATLAB® discusses optimal controller design in discrete time for networked control systems (NCS). The authors apply several powerful modern control techniques in discrete time to the design of intelligent controllers for such NCS. Detailed derivations, rigorous stability proofs, computer simulation examples, and downloadable MATLAB® codes are included for each case.
The book begins by providing background on NCS, networked imperfections, dynamical systems, stability theory, and stochastic optimal adaptive controllers in discrete time for linear and nonlinear systems. It lays the foundation for reinforcement learning-based optimal adaptive controller use for finite and infinite horizons. The text then:
- Introduces quantization effects for linear and nonlinear NCS, describing the design of stochastic adaptive controllers for a class of linear and nonlinear systems
- Presents two-player zero-sum game-theoretic formulation for linear systems in input–output form enclosed by a communication network
- Addresses the stochastic optimal control of nonlinear NCS by using neuro dynamic programming
- Explores stochastic optimal design for nonlinear two-player zero-sum games under communication constraints
- Treats an event-sampled distributed NCS to minimize transmission of state and control signals within the feedback loop via the communication network
- Covers distributed joint optimal network scheduling and control design for wireless NCS, as well as the effect of network protocols on the wireless NCS controller design
An ideal reference for graduate students, university researchers, and practicing engineers, Optimal Networked Control Systems with MATLAB® instills a solid understanding of neural network controllers and how to build them.
商品描述(中文翻譯)
《Optimal Networked Control Systems with MATLAB®》探討了針對網路控制系統(NCS)在離散時間下的最佳控制器設計。作者將幾種強大的現代控制技術應用於此類 NCS 的智能控制器設計中。每個案例都包含詳細的推導、嚴謹的穩定性證明、計算機模擬範例以及可下載的 MATLAB® 代碼。
本書首先提供了 NCS、網路缺陷、動態系統、穩定性理論以及針對線性和非線性系統的離散時間隨機最佳自適應控制器的背景知識。這為基於強化學習的有限和無限時間範圍內的最佳自適應控制器使用奠定了基礎。接著,文本內容包括:
- 介紹線性和非線性 NCS 的量化效應,描述針對一類線性和非線性系統的隨機自適應控制器設計
- 提出在通信網路中封閉的輸入-輸出形式的線性系統的雙方零和博弈理論模型
- 通過使用神經動態規劃來解決非線性 NCS 的隨機最佳控制問題
- 探討在通信約束下的非線性雙方零和博弈的隨機最佳設計
- 處理事件取樣的分佈式 NCS,以最小化通過通信網路的反饋迴路中的狀態和控制信號的傳輸
- 涵蓋無線 NCS 的分佈式聯合最佳網路排程和控制設計,以及網路協議對無線 NCS 控制器設計的影響
《Optimal Networked Control Systems with MATLAB®》是研究生、大學研究人員和實務工程師的理想參考書,幫助讀者深入理解神經網路控制器及其構建方法。