Title :
Parameter estimation of the Lankarani-Nikravesh contact force model using a new modified linear method
Author :
Jia Ma ; Linfang Qian ; Guangsong Chen
Author_Institution :
Sch. of Mech. Eng., Nanjing Univ. of Sci. & Technol. (NUST), Nanjing, China
Abstract :
Parameter estimation plays a key role in describing a dynamical system behavior accurately. Thus, the inverse problems to identify the parameter values which characterize the dynamical system have attracted much attention from the engineering field in recent years. 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. Based on the Taylor series and exponentially weighted recursive least squares (EWRLS) estimation method, a new modified linear method is proposed to identify the dynamical parameters of the L-N contact force model. Some simulation examples are presented to evaluate the convergence sensitivity of the modified method and the existing Haddadi method to parameter initial conditions.
Keywords :
least squares approximations; mechanical contact; mechanical engineering; parameter estimation; EWRLS estimation method; Haddadi method; L-N contact force model; Lankarani-Nikravesh contact force model; convergence sensitivity; dynamical system behavior; exponentially weighted recursive least squares method; mechanical system; modified linear method; parameter estimation; Convergence; Estimation; Force; Load modeling; Mechanical systems; Noise; Parameter estimation;
Conference_Titel :
Advanced Intelligent Mechatronics (AIM), 2015 IEEE International Conference on
Conference_Location :
Busan
DOI :
10.1109/AIM.2015.7222582