Title :
Fuzzy frequency response estimation from experimental data: Definition and application in mechanical structures of aircraft and aerospace vehicles
Author :
Ferreira, Carlos Cesar Teixeira ; Luiz de Oliveira Serra, Ginalber
Author_Institution :
Dept. of Electroelectronic, Fed. Inst. of Educ., São Luís, Brazil
Abstract :
Fuzzy frequency response estimation from experimental data: definition and application in mechanical structures of aircraft and aerospace vehicles is proposed in this paper. A fuzzy c-Means clustering algorithm is used to organize the input and output experimental data of a free free aluminium beam into groups based on similarities among the data. Starting from the fuzzy clustering a methodology for identification of the linear sub-models, in terms of transfer function, that represent the free free aluminium beam in operation regions is developed and these linear sub-models are organized according to Takagi-Sugeno (TS) fuzzy representation. A fuzzy frequency estimation of the aluminium beam is determined through the frequency response function. The main contribution of this paper is to demonstrate through the proposal of a Theorem, that fuzzy frequency response estimation is a boundary in the magnitude and phase Bode plots. Studies on the aluminum beam are used for analysis and control of vibration in mechanical structures of aircraft and aerospace vehicles.
Keywords :
aircraft; aluminium alloys; beams (structures); frequency estimation; fuzzy set theory; pattern clustering; structural engineering computing; Takagi-Sugeno fuzzy representation; aerospace vehicles; aircraft; aluminium beams; frequency response function; fuzzy c-means clustering algorithm; fuzzy frequency response estimation; mechanical structures; phase Bode plots; vibration control; Aircraft; Aluminum; Clustering algorithms; Frequency response; Pragmatics; Transfer functions; Vehicle dynamics;
Conference_Titel :
Control and Automation (ICCA), 2011 9th IEEE International Conference on
Conference_Location :
Santiago
Print_ISBN :
978-1-4577-1475-7
DOI :
10.1109/ICCA.2011.6138092