Controlled mechanical systems with friction

作者: Rha Ron Hensen

DOI: 10.6100/IR551394

关键词: Computer scienceMechanical systemDomain (software engineering)Control systemExtended Kalman filterArtificial neural networkNonlinear systemSystem identificationControl theoryDynamical systems theory

摘要: Grey-box modeling covers the domain where we want to use a balanced amount of white-box based on first principles and black-box empiricism. The two grey-box models presented combine model with model, i.c., Neural Network Polytopic that are capable identifying friction characteristics left unexplained by modeling. In an experimental case-study, both applied identify rotating arm subjected friction. An augmented state extended Kalman filter is used iteratively off-line for estimation unknown parameters. For studied example defined topologies, little difference observed between models. addition, applicability identified illustrated in compensation control scheme objective linearize system. This chapter has been published European Journal Control [62]. Extended Filter tool this documented more detail [61].

参考文章(93)
Ugo Galvanetto, Steven R. Bishop, Dynamics of a Simple Damped Oscillator Undergoing Stick-Slip Vibrations Meccanica. ,vol. 34, pp. 337- 347 ,(1999) , 10.1023/A:1004741715733
R. Murray-Smith, R. Shorten, On normalising radial basis function networks ,(1994)
T.A. Johansen, B.A. Foss, State-Space Modeling using Operating Regime Decomposition and Local Models IFAC Proceedings Volumes. ,vol. 26, pp. 39- 42 ,(1993) , 10.1016/S1474-6670(17)48422-9
Arthur Gelb, Applied Optimal Estimation ,(1974)
Rhb Rob Fey, Steady-state behaviour of reduced dynamic systems with local nonlinearities Technische Universiteit Eindhoven. ,(1992)
Carlos Canudas de Wit, Control of friction-driven systems european control conference. pp. 3142- 3147 ,(1999) , 10.23919/ECC.1999.7099810
Clark J. Radcliffe, Steve C. Southward, A Property of Stick-Slip Friction Models which Promotes Limit Cycle Generation american control conference. pp. 1198- 1205 ,(1990) , 10.23919/ACC.1990.4790933
Jcj Joost Nooijens, Event mapping tool DCT rapporten. ,(2001)