Structural Damage Identification Using Response Surface-Based Multi-objective Optimization: A Comparative Study

被引:63
作者
Mukhopadhyay, Tanmoy [1 ]
Dey, Tushar Kanti [2 ]
Chowdhury, Rajib [2 ]
Chakrabarti, Anupam [2 ]
机构
[1] Swansea Univ, Coll Engn, Swansea, W Glam, Wales
[2] Indian Inst Technol Roorkee, Dept Civil Engn, Roorkee, Uttar Pradesh, India
关键词
Non-destructive structural damage identification; Response surface methodology; Design of experiments; Sensitivity analysis; Multi-objective optimization; PARAMETER-ESTIMATION; CONCRETE; CRACKS; DESIGN; BEAM;
D O I
10.1007/s13369-015-1591-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Non-destructive structural damage identification (SDI) and quantification of damage are important issues for any engineering structure. In this study, a comparative assessment of the damage identification capability of different design of experiment (DOE) methods (such as, 2 (k) factorial design, central composite design, Box-Behnken design, D-optimal design and Taguchi's OA design) used in response surface methodology (RSM) has been carried out. Three different structures (simply supported beam, spring mass damper system and fibre reinforced polymer composite bridge deck) have been used for various single and multiple damage conditions to access the comparative ability of the aforementioned methods in identifying damage addressing two critically important criteria: accuracy and computational efficiency. The study reveals that central composite design and D-optimal design are most recommendable among the five considered DOE methods for SDI. Two different input parameter screening methods (sensitivity analysis using RSM utilizing 2 (k) factorial design and D-optimal design, general sensitivity analysis) have been explored in this study, and their comparative performance is also discussed. It is found that both the methods used in sensitivity analysis for the purpose of input parameter screening in the damage identification process work satisfactorily. Performance of RSM-based damage identification algorithm for different DOE methods under the influence of noise has also been addressed in this paper.
引用
收藏
页码:1027 / 1044
页数:18
相关论文
共 63 条
[41]  
MathWorks Inc, 2011, MATL VERS 7 12 0 635
[42]   Review of NDT methods in the assessment of concrete and masonry structures [J].
McCann, DM ;
Forde, MC .
NDT & E INTERNATIONAL, 2001, 34 (02) :71-84
[43]   Damage identification of a composite beam using finite element model updating [J].
Moaveni, Babak ;
He, Xianfei ;
Conte, Joel P. ;
de Callafon, Raymond A. .
COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING, 2008, 23 (05) :339-359
[44]  
Mukhopadhyay T., 2015, STRUCT ENG INT
[45]  
Myers RH., 2016, RESPONSE SURFACE MET
[46]  
Naskar S, 2014, 7 ISSS INT C SMART M
[47]   Application of response surface methodology in describing the performance of coated carbide tools when turning AISI 1045 steel [J].
Noordin, MY ;
Venkatesh, VC ;
Sharif, S ;
Elting, S ;
Abdullah, A .
JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2004, 145 (01) :46-58
[48]  
Oztuna D., 2006, Turkish Journal of Medical Sciences, V36, P171
[49]   DAMAGE DETECTION IN STRUCTURES USING CHANGES IN FLEXIBILITY [J].
PANDEY, AK ;
BISWAS, M .
JOURNAL OF SOUND AND VIBRATION, 1994, 169 (01) :3-17
[50]   DAMAGE DETECTION FROM CHANGES IN CURVATURE MODE SHAPES [J].
PANDEY, AK ;
BISWAS, M ;
SAMMAN, MM .
JOURNAL OF SOUND AND VIBRATION, 1991, 145 (02) :321-332