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Geometric distance fitting of parabolas in $\mathbb{R}^3$

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초록

We are interested in the problem of fitting a parabola to a set of data points in $\mathbb{ R}^3 $. It can be usually solved by minimizing the geometric distances from the fitted parabola to the given data points. In this paper, a parabola fitting algorithm will be proposed in such a way that the sum of the squares of the geometric distances is minimized in~$\mathbb{R}^3$. Our algorithm is mainly based on the steepest descent technique which determines an adequate number $ \lambda $ such that $h ( \lambda ) = Q ( u - \lambda \nabla Q\bigl( u \bigr) ) < Q ( u)$. Some numerical examples are given to test our algorithm.

Abstract

We are interested in the problem of fitting a parabola to a set of data points in $\mathbb{ R}^3 $. It can be usually solved by minimizing the geometric distances from the fitted parabola to the given data points. In this paper, a parabola fitting algorithm will be proposed in such a way that the sum of the squares of the geometric distances is minimized in~$\mathbb{R}^3$. Our algorithm is mainly based on the steepest descent technique which determines an adequate number $ \lambda $ such that $h ( \lambda ) = Q ( u - \lambda \nabla Q\bigl( u \bigr) ) < Q ( u)$. Some numerical examples are given to test our algorithm.

참고문헌 (13)

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  3. Least squares tting of data, "D. Eberly", Geometric Tools, LCC, ~ (1999)
  4. Walter Gander, "Least-squares fitting of circles and ellipses", BIT, 34(4), pp.558~578 (1994), Springer Science and Business Media LLC[DOI]
  5. W. Gander, "solving problems in scientic computing using maple and matlab" (1993), Springer-Verlag
  6. I. S. Kim, "A tting of parabolas with minimizing the orthogonal distance", The Korean J. Com. Appl. Math, 6(2), pp.669~684 (1999)
  7. I. S. Kim, "Geometric tting of circles", Korean J. Com. Appl. Math, 7(3), pp.983~994 (2000)
  8. Ik Sung Kim, "An algorithm for circle fitting in $\mathbb{R}^3$", 대한수학회논문집, 34(3), pp.1029~1047 (2019), 대한수학회[DOI]
  9. Finding the circle that bestts a set of points, "L. Maisonobe", ~ (2007)
  10. E. L. Rubio, "A fast robust geometric tting method for parabolic curves", Pattern Recognition, 84, pp.301~316 (2018)
  11. C. Rusu, "Classical geometrical approach to circle tting-review and new developments", J. Electronic Imaging, 12(1), pp.179~193 (2003)
  12. H. Späth, "Numerical methods and error bounds", pp.261~269 (1996), Akademie Verlag
  13. H. Späth, "Least squares tting with elliptic paraboloids", Math. Commun, 18(2), pp.409~415 (2013)

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