TY - JOUR
T1 - A Sparsely-Measured Fitting Method for Identifying the Coefficients in the Governing Equation of a Beam
AU - He, Yi
AU - Yu, Jie
AU - Yang, Judy P.
N1 - Publisher Copyright:
© World Scientific Publishing Company
PY - 2024
Y1 - 2024
N2 - This study proposes a method for identifying the coefficients in the governing equation of a beam from the sparsely measured response of bridge displacement. The following three steps constitute the procedure: First, the full-field displacement is reconstructed by the compressive sensing theory, which is innovatively applied in the spatial domain with a proposed general basis matrix. Then, the reconstructed displacement is fitted by the B-spline surface basis functions, and the derived control points are further adopted to compute the derivatives of displacement. The genetic algorithm is finally applied to seek the coefficients of the governing equation by substituting the fitted response into the equation. The proposed method is validated numerically and experimentally, including a parametric study to evaluate the performance subjected to various practical conditions. The salient advantages of the proposed method lie in that it requires few sensors for measurement, and the derivatives of displacement are computed robustly.
AB - This study proposes a method for identifying the coefficients in the governing equation of a beam from the sparsely measured response of bridge displacement. The following three steps constitute the procedure: First, the full-field displacement is reconstructed by the compressive sensing theory, which is innovatively applied in the spatial domain with a proposed general basis matrix. Then, the reconstructed displacement is fitted by the B-spline surface basis functions, and the derived control points are further adopted to compute the derivatives of displacement. The genetic algorithm is finally applied to seek the coefficients of the governing equation by substituting the fitted response into the equation. The proposed method is validated numerically and experimentally, including a parametric study to evaluate the performance subjected to various practical conditions. The salient advantages of the proposed method lie in that it requires few sensors for measurement, and the derivatives of displacement are computed robustly.
KW - B-spline basis function
KW - compressive sensing
KW - Euler-Bernoulli beam
KW - Full-field response
KW - governing differential equation
UR - http://www.scopus.com/inward/record.url?scp=85191568732&partnerID=8YFLogxK
U2 - 10.1142/S0219455425400024
DO - 10.1142/S0219455425400024
M3 - Article
AN - SCOPUS:85191568732
SN - 0219-4554
JO - International Journal of Structural Stability and Dynamics
JF - International Journal of Structural Stability and Dynamics
M1 - 2540002
ER -