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  • 标题:A New Approach to Detection of Changes in Multidimensional Patterns - Part II
  • 本地全文:下载
  • 作者:Michał Wróbel ; Janusz T.Starczewski ; Justyna Fijałkowska
  • 期刊名称:Journal of Artificial Intelligence and Soft Computing Research
  • 电子版ISSN:2083-2567
  • 出版年度:2021
  • 卷号:11
  • 期号:3
  • 页码:217-227
  • DOI:10.2478/jaiscr-2021-0013
  • 语种:English
  • 出版社:Walter de Gruyter GmbH
  • 摘要:In the paper we develop an algorithm based on the Parzen kernel estimate for detection of sudden changes in 3-dimensional shapes which happen along the edge curves. Such problems commonly arise in various areas of computer vision, e.g., in edge detection, bioinformatics and processing of satellite imagery. In many engineering problems abrupt change detection may help in fault protection e.g. the jump detection in functions describing the static and dynamic properties of the objects in mechanical systems. We developed an algorithm for detecting abrupt changes which is nonparametric in nature and utilizes Parzen regression estimates of multivariate functions and their derivatives. In tests we apply this method, particularly but not exclusively, to the functions of two variables.
  • 关键词:edge curve detection;regression function;nonparametric estimation
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