Transactions of the Society of Instrument and Control Engineers
Online ISSN : 1883-8189
Print ISSN : 0453-4654
ISSN-L : 0453-4654
A System Identification in the Presence of Nonlinear Sensors
Yasushi OKADA, Shuichi ADACHI, Jan M. MACIEJOWSKI
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2005 Volume 41 Issue 2 Pages 142-148

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Abstract
In this paper, system identification problem in which input and output data are measured by using sensors with static nonlinearity, such as saturation, dead zone, and so on. A novel system identification method which estimates sensor erros due to its nonlinearity, as well as system parameters, is proposed. The key idea is to formulate the identification problem as a constrained optimization problem. Then the system parameters are estimated by using quasi-Newton method. The effectiveness of the proposed method is examined through numerical experiments.
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