A New Method for Optimal Regularization Parameter Determination in the Inverse Problem of Load Identification

Joint Authors

Gao, Wei
Yu, Kaiping
Wu, Ying

Source

Shock and Vibration

Issue

Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-16, 16 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2016-03-16

Country of Publication

Egypt

No. of Pages

16

Main Subjects

Civil Engineering

Abstract EN

According to the regularization method in the inverse problem of load identification, a new method for determining the optimal regularization parameter is proposed.

Firstly, quotient function (QF) is defined by utilizing the regularization parameter as a variable based on the least squares solution of the minimization problem.

Secondly, the quotient function method (QFM) is proposed to select the optimal regularization parameter based on the quadratic programming theory.

For employing the QFM, the characteristics of the values of QF with respect to the different regularization parameters are taken into consideration.

Finally, numerical and experimental examples are utilized to validate the performance of the QFM.

Furthermore, the Generalized Cross-Validation (GCV) method and the L-curve method are taken as the comparison methods.

The results indicate that the proposed QFM is adaptive to different measuring points, noise levels, and types of dynamic load.

American Psychological Association (APA)

Gao, Wei& Yu, Kaiping& Wu, Ying. 2016. A New Method for Optimal Regularization Parameter Determination in the Inverse Problem of Load Identification. Shock and Vibration،Vol. 2016, no. 2016, pp.1-16.
https://search.emarefa.net/detail/BIM-1119593

Modern Language Association (MLA)

Gao, Wei…[et al.]. A New Method for Optimal Regularization Parameter Determination in the Inverse Problem of Load Identification. Shock and Vibration No. 2016 (2016), pp.1-16.
https://search.emarefa.net/detail/BIM-1119593

American Medical Association (AMA)

Gao, Wei& Yu, Kaiping& Wu, Ying. A New Method for Optimal Regularization Parameter Determination in the Inverse Problem of Load Identification. Shock and Vibration. 2016. Vol. 2016, no. 2016, pp.1-16.
https://search.emarefa.net/detail/BIM-1119593

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1119593