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Article type: Research Article
Authors: Kim, Yeesock | Langari, Reza | Hurlebaus, Stefan
Affiliations: Department of Civil and Environmental Engineering, Worcester Polytechnic Institute, Worcester, MA, USA | Department of Mechanical Engineering, Texas A&M University, College Station, TX, USA | Zachry Department of Civil Engineering, Texas A&M University, College Station, TX, USA
Note: [] Corresponding author. Yeesock Kim, Department of Civil and Environmental Engineering, Worcester Polytechnic Institute, Worcester, MA 01609-2280, USA. E-mail: [email protected]
Abstract: This paper proposes a multi-input, multi-output (MIMO) nonlinear system identification (SI) of civil structures equipped with magnetorheological (MR) dampers. The nonlinear SI model is developed through the integration of multiple MIMO autoregressive exogenous (ARX) input models, Takagi-Sugeno (TS) fuzzy model, weighted linear least squares, fuzzy C-means and subtractive clustering algorithms. To demonstrate the effectiveness of the MIMO ARX-TS fuzzy model, a seismically excited three-story building equipped with an MR damper is investigated: Parameters of the premise and consequent parts for the proposed model are represented in detail and comparison between the original data and identified one is given. It is shown from the simulation that the proposed nonlinear MIMO ARX-TS fuzzy identification algorithm is effective in estimating nonlinear behavior of a seismically excited building-MR damper system.
Keywords: Multi-input, multi-output (MIMO), system identification, autoregressive exogenous (ARX) input models, Takagi-Sugeno (TS) fuzzy model, weighted linear least squares, fuzzy C-means, subtractive clustering, smart structures, structural control, civil structures, earthquake engineering, magnetorheological (MR) damper
DOI: 10.3233/IFS-2011-0482
Journal: Journal of Intelligent & Fuzzy Systems, vol. 22, no. 4, pp. 185-205, 2011
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