TY - JOUR
T1 - Grey-box state-space identification of nonlinear mechanical vibrations
AU - Noel, Jean-Philippe
AU - Schoukens, Joannes
PY - 2018/5/4
Y1 - 2018/5/4
N2 - The present paper deals with the identification of nonlinear mechanical vibrations. A grey-box, or semi-physical, nonlinear state-space representation is introduced, expressing the nonlinear basis functions using a limited number of measured output variables. This representation assumes that the observed nonlinearities are localised in physical space, which is a generic case in mechanics. A two-step identification procedure is derived for the grey-box model parameters, integrating nonlinear subspace initialisation and weighted least-squares optimisation. The complete procedure is applied to an electrical circuit mimicking the behaviour of a single–input, single–output (SISO) nonlinear mechanical system and to a single–input, multiple–output (SIMO) geometrically nonlinear beam structure.
AB - The present paper deals with the identification of nonlinear mechanical vibrations. A grey-box, or semi-physical, nonlinear state-space representation is introduced, expressing the nonlinear basis functions using a limited number of measured output variables. This representation assumes that the observed nonlinearities are localised in physical space, which is a generic case in mechanics. A two-step identification procedure is derived for the grey-box model parameters, integrating nonlinear subspace initialisation and weighted least-squares optimisation. The complete procedure is applied to an electrical circuit mimicking the behaviour of a single–input, single–output (SISO) nonlinear mechanical system and to a single–input, multiple–output (SIMO) geometrically nonlinear beam structure.
KW - grey-box modelling
KW - nonlinear beam benchmark
KW - nonlinear mechanical vibrations
KW - Nonlinear system identification
KW - semi-physical modelling
KW - Silverbox benchmark
KW - state-space equations
UR - http://www.scopus.com/inward/record.url?scp=85017203255&partnerID=8YFLogxK
U2 - 10.1080/00207179.2017.1308557
DO - 10.1080/00207179.2017.1308557
M3 - Article
SN - 0020-7179
VL - 91
SP - 1118
EP - 1139
JO - International Journal of Control
JF - International Journal of Control
IS - 5
ER -