Hardware implementation of an adaptive fuzzy wavelet neural network control for voice coil motors | |
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學年 | 105 |
學期 | 1 |
發表日期 | 2016-09-20 |
作品名稱 | Hardware implementation of an adaptive fuzzy wavelet neural network control for voice coil motors |
作品名稱(其他語言) | |
著者 | Hsu, Chun-Fei; Wong, Kai-Yi; Su, Chien-Min; Lee, Tsu-Tian |
作品所屬單位 | |
出版者 | |
會議名稱 | SICE Annual Conference 2016 |
會議地點 | Tsukuba, Japan |
摘要 | In this paper, an adaptive fuzzy wavelet neural network control (AFWNNC) system, which is composed of a neural controller and an exponential compensator, is developed and presented for control of the voice coil motors. The neural controller utilizes a fuzzy wavelet neural network (FWNN) to on-line approximate an unknown nonlinear term in the system dynamics and the exponential compensator is designed to ensure the system stability of closed-loop system. Meanwhile, the parameter learning of the AFWNNC system is derived by the Lyapunov stability theory. Finally, the experiment is performed using a low-cost microcontroller to verify the design performance over a wide range of operating conditions. The experimental results show that the AFWNNC system can achieve favorable control performance due to the FWNN has the admirable property of high learning accuracy. |
關鍵字 | Intelligent Control |
語言 | en |
收錄於 | |
會議性質 | 國際 |
校內研討會地點 | 無 |
研討會時間 | 20160920~20160923 |
通訊作者 | |
國別 | JPN |
公開徵稿 | |
出版型式 | |
出處 | SICE Annual Conference 2016 |
相關連結 |
機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/107950 ) |