location: Current position: Home >> Scientific Research >> Paper Publications

A Kriging Model Based Finite Element Model Updating Method for Damage Detection

Hits:

Indexed by:期刊论文

Date of Publication:2017-10-01

Journal:APPLIED SCIENCES-BASEL

Included Journals:SCIE、Scopus

Volume:7

Issue:10

ISSN No.:2076-3417

Key Words:model updating; frequency response function; Kriging model; damage detection

Abstract:Model updating is an effective means of damage identification and surrogate modeling has attracted considerable attention for saving computational cost in finite element (FE) model updating, especially for large-scale structures. In this context, a surrogate model of frequency is normally constructed for damage identification, while the frequency response function (FRF) is rarely used as it usually changes dramatically with updating parameters. This paper presents a new surrogate model based model updating method taking advantage of the measured FRFs. The Frequency Domain Assurance Criterion (FDAC) is used to build the objective function, whose nonlinear response surface is constructed by the Kriging model. Then, the efficient global optimization (EGO) algorithm is introduced to get the model updating results. The proposed method has good accuracy and robustness, which have been verified by a numerical simulation of a cantilever and experimental test data of a laboratory three-story structure.

Pre One:Effect of welding parameters on tensile strength of ultrasonic spot welded joints of aluminum to steel - By experimentation and artificial neural network

Next One:轴承-转子系统在基础运动作用时的非线性分析