Identify the stochastic dynamic load on a complex uncertain structural system
•A Modified Perturbation Stochastic Finite Element Model (MPSFEM) is proposed.•A Stochastic Load Identification (SLI) algorithm based on MPSFEM is developed.•A standard SLI framework for complex uncertain structures is developed. Estimating the statistics of stochastic dynamic forces applied on engi...
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Published in | Mechanical systems and signal processing Vol. 147; p. 107114 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
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15.01.2021
Elsevier BV |
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Abstract | •A Modified Perturbation Stochastic Finite Element Model (MPSFEM) is proposed.•A Stochastic Load Identification (SLI) algorithm based on MPSFEM is developed.•A standard SLI framework for complex uncertain structures is developed.
Estimating the statistics of stochastic dynamic forces applied on engineering structures is a very important task for structural safety evaluation. A novel load identification method capable of identifying the stochastic Gaussian excitation on uncertain engineering structures is proposed. The uncertain system parameters are assuming as Gaussian random variables. Stochastic Green’s function is adopted to represent the relationship between the stochastic structural response and the stochastic dynamic load. The stochastic Green’s function and the stochastic structural response are respectively represented by the Taylor expansion and the Polynomial Chaos expansion. With the known system parameters, the problem of stochastic load identification on uncertain structure can be transformed into the problem of stochastic load identification on deterministic structure. The statistics of the dynamic load can further be determined according to the covariance kernel of the structural response only due to stochastic excitation. Numerical simulation on a simple plane truss structure subjects to a stochastic force is conducted to verify the proposed method. To apply the proposed algorithm on complex engineering structures, a standard framework based on MATLAB and ABAQUS is developed for the first time to identify the stochastic base-excitation applied on a space satellite model with local uncertainty. Results show that the proposed method can effectively estimate the statistics of stochastic forces on complex uncertain structures. |
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AbstractList | Estimating the statistics of stochastic dynamic forces applied on engineering structures is a very important task for structural safety evaluation. A novel load identification method capable of identifying the stochastic Gaussian excitation on uncertain engineering structures is proposed. The uncertain system parameters are assuming as Gaussian random variables. Stochastic Green's function is adopted to represent the relationship between the stochastic structural response and the stochastic dynamic load. The stochastic Green's function and the stochastic structural response are respectively represented by the Taylor expansion and the Polynomial Chaos expansion. With the known system parameters, the problem of stochastic load identification on uncertain structure can be transformed into the problem of stochastic load identification on deterministic structure. The statistics of the dynamic load can further be determined according to the covariance kernel of the structural response only due to stochastic excitation. Numerical simulation on a simple plane truss structure subjects to a stochastic force is conducted to verify the proposed method. To apply the proposed algorithm on complex engineering structures, a standard framework based on MATLAB and ABAQUS is developed for the first time to identify the stochastic base-excitation applied on a space satellite model with local uncertainty. Results show that the proposed method can effectively estimate the statistics of stochastic forces on complex uncertain structures. •A Modified Perturbation Stochastic Finite Element Model (MPSFEM) is proposed.•A Stochastic Load Identification (SLI) algorithm based on MPSFEM is developed.•A standard SLI framework for complex uncertain structures is developed. Estimating the statistics of stochastic dynamic forces applied on engineering structures is a very important task for structural safety evaluation. A novel load identification method capable of identifying the stochastic Gaussian excitation on uncertain engineering structures is proposed. The uncertain system parameters are assuming as Gaussian random variables. Stochastic Green’s function is adopted to represent the relationship between the stochastic structural response and the stochastic dynamic load. The stochastic Green’s function and the stochastic structural response are respectively represented by the Taylor expansion and the Polynomial Chaos expansion. With the known system parameters, the problem of stochastic load identification on uncertain structure can be transformed into the problem of stochastic load identification on deterministic structure. The statistics of the dynamic load can further be determined according to the covariance kernel of the structural response only due to stochastic excitation. Numerical simulation on a simple plane truss structure subjects to a stochastic force is conducted to verify the proposed method. To apply the proposed algorithm on complex engineering structures, a standard framework based on MATLAB and ABAQUS is developed for the first time to identify the stochastic base-excitation applied on a space satellite model with local uncertainty. Results show that the proposed method can effectively estimate the statistics of stochastic forces on complex uncertain structures. |
ArticleNumber | 107114 |
Author | Fei, Qingguo Wu, Shaoqing Sun, Yanwei Zheng, Yi |
Author_xml | – sequence: 1 givenname: Shaoqing surname: Wu fullname: Wu, Shaoqing email: cesqwu@seu.edu.cn organization: Department of Engineering Mechanics, Southeast University, Jiangsu, Nanjing 211189, China – sequence: 2 givenname: Yi surname: Zheng fullname: Zheng, Yi organization: Department of Engineering Mechanics, Southeast University, Jiangsu, Nanjing 211189, China – sequence: 3 givenname: Yanwei surname: Sun fullname: Sun, Yanwei organization: School of Mechanical Engineering, Southeast University, Jiangsu, Nanjing 211189, China – sequence: 4 givenname: Qingguo orcidid: 0000-0001-8069-8215 surname: Fei fullname: Fei, Qingguo organization: Institute of Aerospace Machinery and Dynamics, Southeast University, Jiangsu, Nanjing 211189, China |
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Snippet | •A Modified Perturbation Stochastic Finite Element Model (MPSFEM) is proposed.•A Stochastic Load Identification (SLI) algorithm based on MPSFEM is developed.•A... Estimating the statistics of stochastic dynamic forces applied on engineering structures is a very important task for structural safety evaluation. A novel... |
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SubjectTerms | Algorithms Complex structure application Covariance Dynamic loads Excitation Finite element method Green's functions Identification methods Mathematical models Parameter identification Parameter uncertainty Polynomial chaos expansion Polynomials Random variables Statistics Stochastic load identification Structural safety Taylor expansion Taylor series Uncertain structural system |
Title | Identify the stochastic dynamic load on a complex uncertain structural system |
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