http://scholars.ntou.edu.tw/handle/123456789/7686
標題: | A mixed-domain method for identification of quadratically nonlinear systems | 作者: | Ching-Hsiang Tseng | 關鍵字: | Nonlinear systems;Frequency domain analysis;Transfer functions;Mathematical model;Kernel;System identification;Systems engineering and theory;Higher order statistics;Communication channels | 公開日期: | 四月-1997 | 出版社: | IEEE | 卷: | 45 | 期: | 4 | 起(迄)頁: | 1013 - 1024 | 來源出版物: | IEEE Transactions on Signal Processing | 摘要: | A new mixed-domain method for identifying Volterra transfer functions of a nonlinear system, which can be represented by a second-order truncated Volterra series, is presented in this paper. This method is built on a discrete mixed-domain Volterra model derived from analyzing both discrete time- and frequency-domain Volterra models of quadratically nonlinear systems. It is shown that the conventional discrete frequency-domain Volterra model can be derived from the discrete mixed-domain Volterra model by making certain approximations. In this sense, the frequency-domain model can be considered to be a cough version of the mixed-domain model and thus cannot outperform the mixed-domain model in terms of modeling capability. In addition, the new method is shown to be able to properly identify the Volterra transfer functions even when the output of the quadratically nonlinear system is aliased. Based on this insight, a new anti-aliasing frequency-domain method, which is immune from the output aliasing problem, is developed. The superiority of these new methods over the conventional method is demonstrated by using them to analyze known quadratically nonlinear systems. |
URI: | http://scholars.ntou.edu.tw/handle/123456789/7686 | ISSN: | 1053-587X | DOI: | 10.1109/78.564189 |
顯示於: | 電機工程學系 |
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