학술논문

Unscented Kalman Filter for Parameter Estimation of the Lankarani-Nikravesh Contact Force Model
Document Type
Article
Source
Proceedings of the 14th IFToMM World Congress. p358-364. 7 p.
Subject
Dynamical parameters
Lankarani-Nikravesh (L-N) contact force model
Identification
Nonlinear systems
Unscented Kalman Filter (UKF)
Language
英文
Abstract
The inverse problems to characterize the material dynamical parameters have attracted much attention from the mechanical engineering field in recent years. Online estimation of the unknown contact environment plays a key role in the overall dynamical analyses of the mechanical systems. The Lankarani-Nikravesh (L-N) contact force model, which is proven to be more consistent with the physics of contact, is employed to describe the contact process in this paper. However, the existing challenges in the identification of nonlinear systems have severely limited the use of this model for online application. In this paper, the Unscented Kalman Filter (UKF) is used to identify the mechanical parameters of the L-N contact force model. Some simulation examples are used to demonstrate the validity of the UKF.

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