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Linear Regression Based Self-intersection Detection Algorithm of Bézier Surfaces

  • Beihang University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Surface self-intersection detection plays an important role in industrial software such as geometric modeling, CAD and CAE, which is essential for ensuring the geometric consistency and construction stability of the model. This paper presents a linear regression-based self-intersection detection method of Bézier surfaces. By constructing a sample set of Bézier surfaces, the input features and regression labels are settled based on spatial point pairs which associated with geometric and parametric distance. A linear regression algorithm of surface self-intersection is proposed to learn the mapping relationship between the point pairs. To address the imbalance in the distribution of self-intersecting and non-self-intersecting samples, the ADASYN adaptive sampling method is given for sample enhancement. The experimental results show that the new algorithm significantly reduces the misjudgment rate while maintaining high detection accuracy of surface self-intersection.

Original languageEnglish
Title of host publicationArtificial Intelligence and Robotics - 10th International Symposium, ISAIR 2025, Revised Selected Papers
EditorsHuimin Lu
PublisherSpringer Science and Business Media Deutschland GmbH
Pages221-231
Number of pages11
ISBN (Print)9789819548200
DOIs
StatePublished - 2026
Event10th International Symposium on Artificial Intelligence and Robotics, ISAIR 2025 - Nantong, China
Duration: 24 Aug 202526 Aug 2025

Publication series

NameCommunications in Computer and Information Science
Volume2745 CCIS
ISSN (Print)1865-0929
ISSN (Electronic)1865-0937

Conference

Conference10th International Symposium on Artificial Intelligence and Robotics, ISAIR 2025
Country/TerritoryChina
CityNantong
Period24/08/2526/08/25

Keywords

  • Bézier surface
  • CAD
  • linear regression
  • self-intersection detection

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