The capability of providing a real–time reliable measure of the actual roll angle is of great importance for the racing motorcycle dynamics. This study presents a method based on an Extended Kalman Filter (EKF) for the estimation of the actual roll angle of a motorcycle equipped with an Inertial Measurement Unit (IMU), with the advantage of not needing the development and implementation of a complete motorcycle model. Measured data which, depending on the additional instrumentation available on the motorcycle, do not form a complete set of input data for the estimation algorithm, induce the introduction of approximations affecting the accuracy of the results. A thorough error analysis is carried out by means of numerical simulations along with experimental validations. As a result, a novel approximate form for the kinematical model of the IMU is developed, yielding an overall good accuracy in the roll angle estimates.
A new application of the Extended Kalman filter to the estimation of roll angles of a motorcycle with Inertial Measurement Unit / Romualdi, Lorenzo; Mancinelli, Nicolò; DE FELICE, Alessandro; Sorrentino, Silvio. - In: FME TRANSACTIONS. - ISSN 1451-2092. - 48:2(2020), pp. 255-265. [10.5937/fme2002255R]
A new application of the Extended Kalman filter to the estimation of roll angles of a motorcycle with Inertial Measurement Unit
Alessandro De Felice;Silvio Sorrentino
2020
Abstract
The capability of providing a real–time reliable measure of the actual roll angle is of great importance for the racing motorcycle dynamics. This study presents a method based on an Extended Kalman Filter (EKF) for the estimation of the actual roll angle of a motorcycle equipped with an Inertial Measurement Unit (IMU), with the advantage of not needing the development and implementation of a complete motorcycle model. Measured data which, depending on the additional instrumentation available on the motorcycle, do not form a complete set of input data for the estimation algorithm, induce the introduction of approximations affecting the accuracy of the results. A thorough error analysis is carried out by means of numerical simulations along with experimental validations. As a result, a novel approximate form for the kinematical model of the IMU is developed, yielding an overall good accuracy in the roll angle estimates.File | Dimensione | Formato | |
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