| 研究生: |
王文煜 Wang, Wen-yi |
|---|---|
| 論文名稱: |
未知奇異系統的觀測基底數位再設計追蹤器:觀測/卡爾曼濾波器鑑別和進化演算法 A New Observer-Based Digital Redesign Tracker Using Observer/Kalman Filter Identification and EP for Unknown Singular Systems |
| 指導教授: |
蔡聖鴻
Tsai, Sheng-hong |
| 學位類別: |
碩士 Master |
| 系所名稱: |
電機資訊學院 - 電機工程學系 Department of Electrical Engineering |
| 論文出版年: | 2008 |
| 畢業學年度: | 96 |
| 語文別: | 英文 |
| 論文頁數: | 60 |
| 中文關鍵詞: | 觀測/卡爾曼濾波器鑑別 、奇異系統 、進化演算法 、數位再設計追蹤器 |
| 外文關鍵詞: | Singular systems, OKID, Digital redesign tracker, EP |
| 相關次數: | 點閱:121 下載:1 |
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本論文提出一個新方法針對多輸入多輸出的未知奇異系統之觀測基底追蹤器,為了簡化奇異系統,在此提出一個法則使奇異系統轉換為等效的線性系統而仍保留相同輸入及輸出的關係,換句話說,奇異系統可以分解成一個降階的正規系統及一個非動態系統,然後變換二者得到一個正規模型,然而,一個正規的觀測/卡爾曼濾波器鑑別法可以有效的鑑別一個未知的奇異系統,此外,為了改善觀測器的表現,此觀測器被設計於一個等效的線性模型,並使用進化演算法調整該觀測增益,除此之外,數位再設計追蹤器被提出於觀測器調整及線性鑑別模型,最後,我們使用幾個範例來證明此新法則的有效性。
A new methodology of the observer-based trackers of unknown multi-input multi-output (MIMO) singular systems is proposed in this thesis. For simplifying the singular systems, a new method is proposed to transfer the singular systems into the equivalent linear models that contain the same input-output relationship. In the other words, the singular system can be decomposed into a reduced order regular system and a nondynamic equation, then convert them into a regular model. Therefore, the regular Observer/Kalman Filter Identification (OKID) can be applied to identify unknown singular systems effectively. Moreover, in order to improve the performance of the observer, an observer is designed based on the identified equivalent linear model, and the corresponding observer gain is weighted by a tuning matrix through the evolutionary programming (EP). Beside, the digital redesign tracker is proposed based on the tuned observer and the linear identified model. Some examples are presented to demonstrate the effectiveness of the proposed methodology.
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