Proceedings of the KIEE Conference (대한전기학회:학술대회논문집)
- 1995.07b
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- Pages.710-713
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- 1995
Parameter Identification of Nonlinear Systems using Hopfield Network
Hopfield 신경망에 의한 비선형 계통의 파라미터 추정
- Lee, Kee-Sang (Dept. of Electrical Eng. Dankook Univ.) ;
- Park, Tae-Geon (Dept. of Electrical Eng. Dankook Univ.) ;
- Ham, Jae-Hoon (Dept. of Electrical Eng. Dankook Univ.)
- Published : 1995.07.20
Abstract
Hopfield networks have been applied to the problem of linear system identification. In this paper, Hopfield network based parameter identification scheme of non-linear dynamic systems is proposed. Simulation results demonstrate that Hopfield network can be used effectively for the identification of non-linear systems assuming that the system states and their time derivatives are available. Therefore, the proposed scheme can be applied in fault detection and isolation(FDI) and adaptive control of non-linear systems where the Hopfield networks perform on-line identification of system parameters.
Keywords