Two-Stage Structural Damage Assessment by Combining Modal Kinetic Energy Change with Symbiotic Organisms Search

被引:28
作者
Dinh-Cong, D. [1 ,3 ]
Nguyen-Thoi, T. [2 ,3 ]
Vinyas, M. [2 ,3 ]
Nguyen, Duc T. [4 ]
机构
[1] Ton Duc Thang Univ, Inst Computat Sci, Div Construct Computat, Ho Chi Minh City, Vietnam
[2] Ton Duc Thang Univ, Inst Computat Sci, Div Computat Math & Engn, Ho Chi Minh City, Vietnam
[3] Ton Duc Thang Univ, Fac Civil Engn, Ho Chi Minh City, Vietnam
[4] Old Dominion Univ, Dept Civil & Environm, 135 Kaufman Hall, Norfolk, VA 23529 USA
关键词
Two-stage method; damage assessment; modal kinetic energy; modal strain energy; symbiotic organisms search (SOS); model updating; STRAIN-ENERGY; IDENTIFICATION; ALGORITHM; LOCALIZATION; SENSITIVITY; FREQUENCY;
D O I
10.1142/S0219455419501207
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In the literature, modal kinetic energy (MKE) has been commonly utilized for optimal sensor placement strategies. However, there have been very few studies on its application to structural damage detection. This paper introduces a new two-stage structural damage assessment method by combining the modal kinetic energy change ratio (MKECR) and symbiotic organisms search (SOS) algorithm. In the first stage, an efficient damage indicator, named MKECR, is used to locate the potential damaged sites. Meanwhile, for the purpose of comparison with MKECR, three other indices are also used. In the second stage, an SOS-based finite element (FE) model updating strategy is adopted to estimate the damage magnitude of identified sites, while exchiding false warnings (if any), where an objective function is proposed using a combination of the flexibility matrix and modal assurance criterion (MAC). The performance of the SOS algorithm is also verified by comparing with four other meta-heuristic algorithms. Finally, three numerical examples of 2D truss and frame structures with various hypothetical damage scenarios are carried out to investigate the capability of the proposed method. The numerical results indicate that the proposed method not only can accurately locate and quantify single and multi-damage in the structures, but also shows a great saving in computational cost.
引用
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页数:32
相关论文
共 56 条
[1]   Symbiotic Organism Search optimization based task scheduling in cloud computing environment [J].
Abdullahi, Mohammed ;
Ngadi, Md Asri ;
Abdulhamid, Shafi'i Muhammad .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2016, 56 :640-650
[2]   Structural damage detection using finite element model updating with evolutionary algorithms: a survey [J].
Alkayem, Nizar Faisal ;
Cao, Maosen ;
Zhang, Yufeng ;
Bayat, Mahmoud ;
Su, Zhongqing .
NEURAL COMPUTING & APPLICATIONS, 2018, 30 (02) :389-411
[3]   Assessment of vibration-based damage identification techniques [J].
Alvandi, A ;
Cremona, C .
JOURNAL OF SOUND AND VIBRATION, 2006, 292 (1-2) :179-202
[4]  
[Anonymous], 2013, INT J OPTIM CIVIL EN
[5]  
Chen D, 2004, COMPUTAT STUDIES, V5, P193
[6]  
Chen Xieling, 2018, Wireless Communications and Mobile Computing, V2018, P1, DOI [DOI 10.1155/2018/1827074, DOI 10.1109/JI0T.2018.2876279]
[7]   Symbiotic Organisms Search: A new metaheuristic optimization algorithm [J].
Cheng, Min-Yuan ;
Prayogo, Doddy .
COMPUTERS & STRUCTURES, 2014, 139 :98-112
[8]   Transforming geocentric cartesian coordinates to geodetic coordinates by using differential search algorithm [J].
Civicioglu, Pinar .
COMPUTERS & GEOSCIENCES, 2012, 46 :229-247
[9]   Application of the strain energy damage detection method to platelike structures [J].
Cornwell, P ;
Doebling, SW ;
Farrar, CR .
JOURNAL OF SOUND AND VIBRATION, 1999, 224 (02) :359-374
[10]   Vibration-based damage detection techniques used for health monitoring of structures: a review [J].
Das S. ;
Saha P. ;
Patro S.K. .
Journal of Civil Structural Health Monitoring, 2016, 6 (03) :477-507