Civil and Mechanical Engineering |
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An in-time damage identification approach based on the Kalman filter and energy equilibrium theory |
Xing-huai Huang, Shirley Dyke, Zhao-dong Xu |
Key Laboratory of C&PC Structures of the Ministry of Education, Southeast University, Nanjing 210096, China; School of Civil Engineering, Purdue University, West Lafayette IN 47907, USA |
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Abstract In research on damage identification, conventional methods usually face difficulties in converging globally and rapidly. Therefore, a fast in-time damage identification approach based on the Kalman filter and energy equilibrium theory is proposed to obtain the structural stiffness, find the locations of damage, and quantify its intensity. The proposed approach establishes a relationship between the structural stiffness and acceleration response by means of energy equilibrium theory. After importing the structural energy into the Kalman filter algorithm, unknown parameters of the structure can be obtained by comparing the predicted energy and the measured energy in each time step. Numerical verification on a highway sign support truss with and without damage indicates that the updated Young’s modulus can converge to the true value rapidly, even under the effects of external noise excitation. In addition, the calculation time taken for each step of the approach is considerably shorter than the sampling period (1/256 s), which means that, this approach can be implemented in-time and on-line.
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Received: 05 June 2014
Published: 03 February 2015
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