Unified Framework of Control and Detection: Applications to Fault Diagnosis, Tolerant Control, and Secure Cpss
暫譯: 控制與檢測的統一框架:故障診斷、容錯控制與安全型CPS的應用
Ding, Steven X.
- 出版商: Springer
- 出版日期: 2026-04-28
- 售價: $4,620
- 貴賓價: 9.5 折 $4,389
- 語言: 英文
- 頁數: 654
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3662724162
- ISBN-13: 9783662724163
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相關分類:
Machine Learning
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商品描述
This book introduces a unified framework for control and detection that brings together concepts from the unified design of control and detection systems and extends them into a comprehensive methodology for analysing and synthesising control, fault diagnosis, and fault-tolerant control systems. A one-to-one mapping from process input-output signals to residual and latent variables forms the foundation of this framework, enabling consistent analysis of control and detection behaviour across a wide spectrum of dynamic systems and supporting the uniform and optimal design of advanced control and diagnosis schemes. This signal subspace based formulation provides an effective means of addressing uncertainties and faults within the residual subspace while simultaneously creating a common platform that integrates traditionally independent research paradigms: model-based, data-driven, and machine learning-aided methods for control and diagnosis. By bridging these domains, the framework fosters new possibilities for innovative and cohesive design methodologies. A particularly impactful application is in secure cyber-physical systems (CPSs), where the effects of cyber-attacks and technical faults are modelled in distinct subspaces, thereby enabling simultaneous fault and attack detection as well as unified strategies for fault-tolerant and resilient control.
商品描述(中文翻譯)
本書介紹了一個統一的控制與檢測框架,將控制與檢測系統的統一設計概念結合起來,並將其擴展為一種全面的方法論,用於分析和合成控制、故障診斷及容錯控制系統。從過程的輸入-輸出信號到殘差和潛在變數的一對一映射構成了這個框架的基礎,使得在廣泛的動態系統中能夠一致地分析控制和檢測行為,並支持先進控制和診斷方案的統一和最佳設計。這種基於信號子空間的表述提供了一種有效的方法來處理殘差子空間中的不確定性和故障,同時創建一個整合傳統獨立研究範式的共同平台:基於模型、數據驅動和機器學習輔助的方法,用於控制和診斷。通過橋接這些領域,該框架促進了創新和協調設計方法的新可能性。一個特別有影響力的應用是在安全的網絡物理系統(CPSs)中,網絡攻擊和技術故障的影響在不同的子空間中建模,從而實現故障和攻擊的同時檢測,以及統一的容錯和韌性控制策略。