Title :
A Sensor Fusion Approach to Estimate Clamp Force in Brake-by-Wire Systems
Author :
Saric, S. ; Bab-Hadiashar, A. ; Hoseinnezhad, R.
Author_Institution :
Swinburne Univ. of Technol., Vic.
Abstract :
Elimination of a clamp force sensor from brake-by-wire system designs is strongly demanded due to implementation difficulties and cost issues. In this paper a new method is presented to estimate clamp force based on other sensory information. The proposed estimator fuses the outputs of two models to optimise the root mean square error (RMSE) of estimation. Experimental results show that the estimator can accurately track the true clamp force for high speed cases as demanded by anti-lock braking system (ABS) controls. A training strategy has been used to ensure that the estimator can successfully adapt to frictional variations within the reduction gearing. This paper is concluded with a discussion on the reliability of the developed clamp force estimator
Keywords :
automotive components; brakes; force sensors; mean square error methods; sensor fusion; anti-lock braking system; brake-by-wire systems; clamp force estimation; clamp force sensor; reduction gearing; root mean square error; sensor fusion approach; Brushless DC motors; Clamps; Control systems; Costs; DC motors; Force control; Force measurement; Force sensors; Hysteresis motors; Sensor fusion;
Conference_Titel :
Vehicular Technology Conference, 2006. VTC 2006-Spring. IEEE 63rd
Conference_Location :
Melbourne, Vic.
Print_ISBN :
0-7803-9391-0
Electronic_ISBN :
1550-2252
DOI :
10.1109/VETECS.2006.1683420