Understanding B-Spline Curves: Properties and Derivatives

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Explore the mathematical properties and derivatives of B-Spline curves in Computer Graphics, including basis functions, local control, interval, and derivative computation. Learn how to derive mathematical expressions for different properties and solve problems related to B-Splines. Understand the impact of multiple knots on basis function computation and the significance of knot multiplicity on non-zero domains.


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  1. CS552: Computer Graphics Lecture 22: B Spline Curve Properties

  2. Recap B Spline o Degree o Knots o Local control B Spline Basis functions o Interval o Derivative

  3. Objective After completing this lecture, students will be able to o Derive mathematical expressions for different properties of the B-Spline curve o Solve problems related to B Splines

  4. B spline Curves The user supplies: the degree p, n+1 control points, and m+1 knot vectors Write the curve as: n ( ) t ( ) t = i = p P P N i i 0 The functions Nipare the B-Spline basis functions 0? = 1,?? ? ??+1 ?? ?????? Cox-de Boor recursion formula ?? ? 1? +??+?+1 ? ??+?+1 ?? ? ?? ??+? ?? ?? = ? 1? ?? ?? ??+1

  5. Derivatives of B Spline Curve n ( ) t ( ) t = i = p P P N i i 0 The derivative of each of these basis functions can be computed as follows: ? ? ?? ? ? ?(?) = ? 1? ? 1? ? ? = ???? ?? ??+?+1 ??+1??+1 ??+? ?? ?=0 Plugging these derivatives back ? 1 ? ? ?? ? 1? ?? ? ???,??= ??+1 ?? ? ? = ??+1 ??+?+1 ??+1 ?=0 Derivative of a B-spline curve is another B-spline curve of degree ? ? on the original knot vector with a new set of ? control points, ??,??, ,?? ?

  6. Properties of B-Spline p(?) is a degree ? polynomial in ? Ni ?(?) is non-negative Non-negativity: For all ?,? and ?, ?? ?(?) is a non-zero polynomial on ??,??+?+1 Local Support: ?? On any span ??,??+?+1, at most ? + ? degree ? basis functions are non-zero ?(?) , ?? ?+1 ? ?(?) o?? ? (?), , ?? Partition of Unity o The sum of all non-zero degree ? basis functions on span [??,??+?+1) is unity, i.e. ?=0 ?? ? = 1 ? ?

  7. Properties of B-Spline m = n+p+1 ?(?) is a composite curve of degree ? polynomials Basis function ?? with joining points at knots in [??,??+?+1 ) ?(?) is Cp ?continuous. At a knot of multiplicity ?, basis function ?? Convex hull property

  8. Impact of Multiple Knots Significant impact on the computation of basis functions Counting properties Each knot of multiplicity ? reduces at most ? ? basis functions' non-zero domain.

  9. Impact of Multiple Knots At each internal knot of multiplicity k, the number of non-zero basis functions is at most p - k + 1, where p is the degree of the basis functions.

  10. B Spline Moving Control Points Local control scheme p=4, n=12, m=17 Span [?4,?5) [?5,?6) [?6,?7) [?7,?8) [?8,?9) [?9,?10) [?10,?11) [?11,?12) [?12,?13) Segment 1 2 3 4 5 6 7 8 9

  11. B-spline Curves: Knot insertion Adding a new knot into the existing knot vector o Without changing the shape of the curve. m = n + p + 1 Inserting a new knot causes a new control point to be added Some existing control points are removed and replaced with new ones by corner cutting.

  12. Sub-division Follows exactly the same procedure for subdividing a B zier curve.

  13. Thank you Next Lecture: Surface

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