Crack image extraction using a radial basis functions based level set interpolation technique

Hoangnam Nguyen*, Tai-Yan Kam, Pi-Ying Cheng

*此作品的通信作者

    研究成果: Conference contribution同行評審

    2 引文 斯高帕斯(Scopus)

    摘要

    The extraction of crack images is an important process in the area of structural health monitoring for determining the severity of the damage induced by cracks. In this paper, a radial basis functions (RBFs) based level set interpolation technique is proposed to extract the images of cracks in structures. In the proposed method, the level set in the form of radial basis functions with an ellipse constraint can represent accurately various shapes without requiring building interior and exterior layers for the sparse mesh grid of RBFs centers or using information on contour/surface normal. The initial distance function embedded in the ellipse-constrained RBFs can be interpolated on a much coarser grid. Its deformation is considered as an updating of the RBFs coefficients by solving an ordinary differential equation (ODE) and a non-convex quadratically constrained quadratic programming (QCQP). The use of a semi-definite relaxation technique in solving the non-convex QCQP problem has shown that initialization and re-initialisation are no longer necessary. The images of a number of cracks have been extracted using the proposed method. It has been shown that the proposed method can extract crack images efficiently with coarse grid of RBFs centers and is also less sensitive to the distribution of the crack images in the domain.

    原文English
    主出版物標題Proceedings - 2012 International Conference on Computer Science and Electronics Engineering, ICCSEE 2012
    頁面118-122
    頁數5
    DOIs
    出版狀態Published - 21 五月 2012
    事件2012 International Conference on Computer Science and Electronics Engineering, ICCSEE 2012 - Hangzhou, Zhejiang, China
    持續時間: 23 三月 201225 三月 2012

    出版系列

    名字Proceedings - 2012 International Conference on Computer Science and Electronics Engineering, ICCSEE 2012
    3

    Conference

    Conference2012 International Conference on Computer Science and Electronics Engineering, ICCSEE 2012
    國家/地區China
    城市Hangzhou, Zhejiang
    期間23/03/1225/03/12

    指紋

    深入研究「Crack image extraction using a radial basis functions based level set interpolation technique」主題。共同形成了獨特的指紋。

    引用此