Advanced TakagiSugeno Fuzzy Systems: Delay and Saturation (Studies in Systems, Decision and Control)
Abdellah Benzaouia, Ahmed El Hajjaji
- 出版商: Springer
- 出版日期: 2014-07-01
- 售價: $6,660
- 貴賓價: 9.5 折 $6,327
- 語言: 英文
- 頁數: 294
- 裝訂: Hardcover
- ISBN: 3319056387
- ISBN-13: 9783319056388
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商品描述
This monograph puts the reader in touch with a decade’s worth of new developments in the field of fuzzy control specifically those of the popular Takagi-Sugeno (T-S) type. New techniques for stabilizing control analysis and design based on multiple Lyapunov functions and linear matrix inequalities (LMIs), are proposed. All the results are illustrated with numerical examples and figures and a rich bibliography is provided for further investigation.
Control saturations are taken into account within the fuzzy model. The concept of positive invariance is used to obtain sufficient asymptotic stability conditions for the fuzzy system with constrained control inside a subset of the state space.
The authors also consider the non-negativity of the states. This is of practical importance in many chemical, physical and biological processes that involve quantities that have intrinsically constant and non-negative sign: concentration of substances, level of liquids, etc. Results for linear systems are then extended to linear systems with delay. It is shown that LMI techniques can usually handle the new constraint of non-negativity of the states when care is taken to use an adequate Lyapunov function. From these foundations, the following further problems are also treated:
· asymptotic stabilization of uncertain T-S fuzzy systems with time-varying delay, focusing on delay-dependent stabilization synthesis based on parallel distributed controller (PDC);
· asymptotic stabilization of uncertain T-S fuzzy systems with multiple delays, focusing on delay-dependent stabilization synthesis based on PDC with results obtained under linear programming;
· design of delay-independent, observer-based, H-infinity control for T–S fuzzy systems with time varying delay; and
· asymptotic stabilization of 2-D T–S fuzzy systems.
Advanced Takagi–Sugeno Fuzzy Systems provides researchers and graduate students interested in fuzzy control systems with further approaches based LMI and LP.
商品描述(中文翻譯)
這本專著讓讀者接觸到過去十年在模糊控制領域的新發展,特別是流行的高橋-杉野(Takagi-Sugeno, T-S)類型。提出了基於多個Lyapunov函數和線性矩陣不等式(LMI)的穩定控制分析和設計的新技術。所有結果均以數值範例和圖形進行說明,並提供了豐富的參考文獻以供進一步研究。
在模糊模型中考慮了控制飽和的情況。利用正不變性的概念來獲得具有約束控制的模糊系統在狀態空間子集內的充分漸進穩定性條件。
作者還考慮了狀態的非負性。這在許多涉及本質上恆定且非負數量的化學、物理和生物過程中具有實際重要性,例如物質濃度、液體水平等。然後將線性系統的結果擴展到具有延遲的線性系統。顯示出LMI技術通常可以處理狀態非負性的新約束,前提是使用適當的Lyapunov函數。在這些基礎上,還處理了以下進一步的問題:
· 漸進穩定不確定T-S模糊系統的時間變延遲,重點在於基於平行分佈控制器(PDC)的延遲依賴穩定合成;
· 漸進穩定不確定T-S模糊系統的多重延遲,重點在於基於PDC的延遲依賴穩定合成,並在線性規劃下獲得結果;
· 設計延遲無關的觀察者基於的H-∞控制,用於具有時間變延遲的T-S模糊系統;以及
· 漸進穩定2-D T-S模糊系統。
《高級高橋-杉野模糊系統》為對模糊控制系統感興趣的研究人員和研究生提供了基於LMI和LP的進一步方法。