Optics and Precision Engineering, Volume. 19, Issue 10, 2478(2011)

Estimation of gap width of cylinder socket sleeve based on clustering analysis and SVM

ZHANG Ren-jie1,*... ZHUANG Song-lin1 and ZANG Dao-qing2 |Show fewer author(s)
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • show less

    To detect if the alloy steel socket sleeve is built in a correct location, an incorporated method for image clustering via the ant colony optimization algorithm and the character differentiation model based on the Support Vector Machine(SVM) was proposed to improve the detection speed and estimation reliability . Firstly,the observation stamps about all of the images were determined according to the differential analysis between each type of the gap images. Then, the first turn of ant colony algorithm for the clustering number unknown was conducted to ascertain the number of basic sorts, and the second turn of ant colony algorithm for the clustering number known was performed to conclude the exceptional sort for the gap images from the another source. Therefore, the every possible states could be covered with the developed differential program. Furthermore, an advanced distributary method based on SVM model was adopted to increase the estimation speed etc. The experiment results in production line indicate that the mis-estimated error ratio is less than 0.5% and the irretrievable error is near zero. The instrumentation equipped with above technique can meet the need of industry application well.

    Tools

    Get Citation

    Copy Citation Text

    ZHANG Ren-jie, ZHUANG Song-lin, ZANG Dao-qing. Estimation of gap width of cylinder socket sleeve based on clustering analysis and SVM[J]. Optics and Precision Engineering, 2011, 19(10): 2478

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: Dec. 27, 2010

    Accepted: --

    Published Online: Nov. 9, 2011

    The Author Email: Ren-jie ZHANG (zhangrj@usst.edu.cn)

    DOI:10.3788/ope.20111910.2478

    Topics