Title :
Modeling MR-dampers: the ridgenet estimation approach
Author :
Jin, Gang ; Sain, Michael K. ; Spencer, Billie F.
Author_Institution :
Dept. of Electr. Eng., Notre Dame Univ., IN, USA
Abstract :
This paper develops a new technique, the ridgenet estimation, for the blackbox modeling of magnetorheological fluid (MR) dampers. It continues the original effort on wavelets-based identification and makes a step forward by employing the ridgelet network to construct the nonlinear mapping. We present an overview on the previous MR-damper modeling, the recent result on ridgelet analysis, and the outline of the proposed approach. We give a detailed description of the ridgenet algorithm in the form a three-step computational procedure: the ridgelet dictionary construction, the ridgelet basis selection, and the ridgelet network optimization. The numerical implementation of the ridgenet algorithm is addressed and the application result is reported.
Keywords :
civil engineering; damping; earthquakes; magnetorheology; optimisation; MR-damper modeling; magnetorheological fluid dampers; nonlinear mapping construction; ridgelet basis selection; ridgelet dictionary construction; ridgelet network; ridgelet network optimization; ridgenet estimation; three-step computational procedure; wavelets-based identification; Collision mitigation; Computer networks; Damping; Dictionaries; Earthquakes; Intelligent networks; Magnetic devices; Protection; Shock absorbers; Tensile stress;
Conference_Titel :
American Control Conference, 2002. Proceedings of the 2002
Print_ISBN :
0-7803-7298-0
DOI :
10.1109/ACC.2002.1024012