Title :
System identification of flexibly mounted cylindrical pipe due to vortex induced vibration
Author :
Shaharuddin, N.M.R. ; Mat Darus, Intan Z.
Author_Institution :
Fac. of Mech. Eng., Univ. Teknol. Malaysia, Skudai, Malaysia
Abstract :
This paper presents a system identification for an elastically supported rigid cylinder in one degree of freedom direction undergoes vortex induced vibration (VIV). The cylinder is constrained to oscillate in perpendicular direction with respect to a free stream. The input-output data of the vibrating system are recorded by using accelerometers in capturing the cylinder movement in certain period of time. Both developed Recursive Least Square (RLS) and Adaptive Neuro Fuzzy Inference System (ANFIS) modus are utilized in order to model an offline dynamic system response of the cylinder pipe at a particular speed. The Auto-regressive external input (ARX) model is chosen to represent the model structure of the system and the performances of both modus are compared in term of Mean Squared Error (MSE). Both methods are capable in predicting the system response. However, the research revealed the superiority of ANFIS in modeling the system with the lowest mean squared error of 3.411×10-10 as compared to RLS.
Keywords :
accelerometers; autoregressive processes; fuzzy set theory; inference mechanisms; least squares approximations; pipes; shapes (structures); structural engineering computing; vibrations; vortices; ANFIS model; accelerometers; adaptive neuro fuzzy system; autoregressive external input model; cylinder movement; mean squared error method; mounted cylindrical pipes; recursive least square method; vortex induced vibration; Accelerometers; Adaptation models; Fuzzy logic; Informatics; Mathematical model; System identification; Vibrations; System identification; adaptive neuro fuzzy inference system; recursive least square;
Conference_Titel :
Computers & Informatics (ISCI), 2013 IEEE Symposium on
Conference_Location :
Langkawi
Print_ISBN :
978-1-4799-0209-5
DOI :
10.1109/ISCI.2013.6612370