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author:

Fang, Shengen (Fang, Shengen.) [1] | Perera, Ricardo (Perera, Ricardo.) [2]

Indexed by:

EI

Abstract:

A metamodel can be represented by the forms of mathematical equations (response surface models) or neural networks (black-box models) in the interest of correlating the inputs (parameters) with the outputs (responses) of a physical system. In view of little relevant research, this paper attempts to use response surface models as surrogates for FE models due to the provision of explicit equations and easy implementation in the aspect of modeling updating. Metamodeling is achieved by using the design of experiment involving the 2k factorial design and the central composite design for parameter screening and structural input-response modeling respectively. The feasibility of the proposed method has been demonstrated using a numerical beam example which proves the satisfactory performance of employing such metamodels in model updating based damage identification. © (2011) Trans Tech Publications.

Keyword:

Building materials Construction equipment Damage detection Design of experiments Models Neural networks Numerical methods Parameter estimation Surface properties

Community:

  • [ 1 ] [Fang, Shengen]College of Civil Engineering, Fuzhou University, Fuzhou 350108, China
  • [ 2 ] [Perera, Ricardo]Department of Structural Mechanics, Technical University of Madrid, Madrid 28006, Spain

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Source :

ISSN: 1022-6680

Year: 2011

Volume: 163-167

Page: 2704-2708

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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