Digital image correlation involves an inverse problem: A regularization scheme based on subset size constraint. (June 2016)
- Record Type:
- Journal Article
- Title:
- Digital image correlation involves an inverse problem: A regularization scheme based on subset size constraint. (June 2016)
- Main Title:
- Digital image correlation involves an inverse problem: A regularization scheme based on subset size constraint
- Authors:
- Zhan, Qin
Yuan, Yuan
Fan, Xiangtao
Huang, Jianyong
Xiong, Chunyang
Yuan, Fan - Abstract:
- Abstract: Digital image correlation (DIC) is essentially implicated in a class of inverse problem. Here, a regularization scheme is developed for the subset-based DIC technique to effectively inhibit potential ill-posedness that likely arises in actual deformation calculations and hence enhance numerical stability, accuracy and precision of correlation measurement. With the aid of a parameterized two-dimensional Butterworth window, a regularized subpixel registration strategy is established, in which the amount of speckle information introduced to correlation calculations may be weighted through equivalent subset size constraint. The optimal regularization parameter associated with each individual sampling point is determined in a self-adaptive way by numerically investigating the curve of 2-norm condition number of coefficient matrix versus the corresponding equivalent subset size, based on which the regularized solution can eventually be obtained. Numerical results deriving from both synthetic speckle images and actual experimental images demonstrate the feasibility and effectiveness of the set of newly-proposed regularized DIC algorithms. Highlights: A regularization scheme is proposed for subset-based DIC technique. Optimal regularization parameter is determined by subset size constraint. Numerical stability, accuracy and precision of DIC measurements are improved.
- Is Part Of:
- Optics and lasers in engineering. Volume 81(2016:)
- Journal:
- Optics and lasers in engineering
- Issue:
- Volume 81(2016:)
- Issue Display:
- Volume 81 (2016)
- Year:
- 2016
- Volume:
- 81
- Issue Sort Value:
- 2016-0081-0000-0000
- Page Start:
- 54
- Page End:
- 62
- Publication Date:
- 2016-06
- Subjects:
- Deformation measurement -- Subset size -- Inverse problem -- Regularization -- Condition number
Lasers in engineering -- Periodicals
Optical measurements -- Periodicals
Optics -- Periodicals
Lasers en ingénierie -- Périodiques
Mesures optiques -- Périodiques
Optique -- Périodiques
621.36605 - Journal URLs:
- http://www.sciencedirect.com/science/journal/01438166 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.optlaseng.2016.01.007 ↗
- Languages:
- English
- ISSNs:
- 0143-8166
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6273.443000
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British Library HMNTS - ELD Digital store - Ingest File:
- 607.xml