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In the [[mathematics|mathematical]] subfield of [[numerical analysis]] the '''de Boor's algorithm''' is a fast and [[numerically stable]] [[algorithm]] for evaluating [[spline curve]]s in [[B-spline]] form. It is a generalization of the [[de Casteljau's algorithm]] for [[Bézier curve]]s. The algorithm was devised by [[Carl R. de Boor]].  Simplified, potentially faster variants of the de Boor algorithm have been created but they suffer from comparatively lower stability.<ref>{{cite journal |last=Lee |first=E. T. Y. |date=December 1982 |title=A Simplified B-Spline Computation Routine |journal=Computing |volume=29 |issue=4 |pages=365–371 |publisher=Springer-Verlag|doi=10.1007/BF02246763}}</ref><ref>{{cite journal | author = Lee, E. T. Y. | journal = Computing | issue = 3 | pages = 229–238 | publisher = Springer-Verlag | doi=10.1007/BF02240069|title = Comments on some B-spline algorithms | volume = 36 | year = 1986}}</ref>


== Introduction ==


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The general setting is as follows. We would like to construct a curve whose shape is described by a sequence of ''p'' points <math>\mathbf{d}_0, \mathbf{d}_1, \dots, \mathbf{d}_{p-1}</math>, which plays the role of a ''control  polygon''. The curve can be described as a function <math> \mathbf{s}(x)</math> of one parameter ''x''. To pass through the sequence of points, the curve must satisfy <math>\mathbf{s}(u_0)=\mathbf{d}_0, \dots,
\mathbf{s}(u_{p-1})=\mathbf{d}_{p-1}</math>. But this is not quite the case: in general we are satisfied that the curve "approximates" the control polygon. We assume that ''u<sub>0</sub>, ..., u<sub>p-1</sub>'' are given to us along with <math>\mathbf{d}_0, \mathbf{d}_1, \dots, \mathbf{d}_{p-1}</math>.
 
One approach to solve this problem is by [[spline (mathematics)|spline]]s. A spline is a curve that is a piecewise ''n<sup>th</sup>'' degree polynomial. This means that, on any interval ''<nowiki>[</nowiki>u<sub>i</sub>, u<sub>i+1</sub>)'', the curve must be equal to a polynomial of degree at most ''n''. It may be equal to different polynomials on different intervals. The polynomials must be ''synchronized'': when the polynomials from intervals  ''<nowiki>[</nowiki>u<sub>i-1</sub>, u<sub>i</sub>)'' and ''<nowiki>[</nowiki>u<sub>i</sub>, u<sub>i+1</sub>)'' meet at the point ''u<sub>i</sub>'', they must have the same value at this point and their derivatives must be equal (to ensure that the curve is smooth).
 
De Boor's algorithm is an algorithm which, given ''u<sub>0</sub>, ..., u<sub>p-1</sub>'' and <math>\mathbf{d}_0, \mathbf{d}_1, \dots, \mathbf{d}_{p-1}</math>, finds the value of spline curve <math>\mathbf{s}(x)</math> at a point ''x''. It uses [[Big O notation|O]](n<sup>2</sup>) operations. Notice that the running time of the algorithm depends only on degree ''n'' and not on the number of points ''p''.
 
== Outline of the algorithm==
Suppose we want to evaluate the spline curve for a parameter value <math> x \in [u_{\ell},u_{\ell+1}] </math>.
We can express the curve as
 
:<math> \mathbf{s}(x) = \sum_{i=0}^{p-1} \mathbf{d}_i N_i^n(x) , </math>
where<ref>http://www.cs.mtu.edu/~shene/COURSES/cs3621/NOTES/spline/B-spline/bspline-basis.html</ref>
<math>N_i^n(x)=\frac{x-u_i}{u_{i+n}-u_i}N_i^{n-1}(x) + \frac{u_{i+n+1}-x}{u_{i+n+1}-u_{i+1}}N_{i+1}^{n-1}(x) ,</math>
and
<math>N_i^0(x)=\left\{\begin{matrix} 1, & \mbox{if }x \in [u_{i},u_{i+1}) \\ 0, & \mbox{otherwise } \end{matrix}\right.</math>
 
 
Due to the spline locality property,
:<math> \mathbf{s}(x) = \sum_{i=\ell-n}^{\ell} \mathbf{d}_i N_i^n(x) </math>
So the value <math>\mathbf{s}(x)</math> is determined by the control points <math> \mathbf{d}_{\ell-n},\mathbf{d}_{\ell-n+1},\dots,\mathbf{d}_{\ell} </math>; the other control points <math>\mathbf{d}_i</math> have no influence. De Boor's algorithm, described in the next section, is a procedure which efficiently calculates the expression for <math> \mathbf{s}(x) </math>.
 
== The algorithm ==
 
Suppose <math> x \in [u_{\ell},u_{\ell+1}) </math> and <math> \mathbf{d}_i^{[0]} = \mathbf{d}_i </math> for <math>i = \ell-n, \dots, \ell</math>.
Now calculate
:<math> \mathbf{d}_i^{[k]} = (1-\alpha_{k,i}) \mathbf{d}_{i-1}^{[k-1]} + \alpha_{k,i} \mathbf{d}_i^{[k-1]}; \qquad k=1,\dots,n; \quad i=\ell-n+k,\dots,\ell </math>
with
:<math> \alpha_{k,i} = \frac{x-u_i}{u_{i+n+1-k}-u_i}. </math>
Then <math> \mathbf{s}(x) = \mathbf{d}_{\ell}^{[n]} </math>.
 
== See also ==
*[[De Casteljau's algorithm]]
*[[Bézier curve]]
*[[NURBS]]
 
== External links ==
*[http://www.cs.mtu.edu/~shene/COURSES/cs3621/NOTES/spline/de-Boor.html De Boor's Algorithm]
*[http://www.css.taylor.edu/~btoll/s99/424/res/ucdavis/CAGDNotes/Deboor-Cox-Calculation/Deboor-Cox-Calculation.html The DeBoor-Cox Calculation]
 
== References ==
<references/>
 
[[Category:Numerical analysis]]
[[Category:Splines]]
[[Category:Interpolation]]

Revision as of 17:43, 18 January 2014

In the mathematical subfield of numerical analysis the de Boor's algorithm is a fast and numerically stable algorithm for evaluating spline curves in B-spline form. It is a generalization of the de Casteljau's algorithm for Bézier curves. The algorithm was devised by Carl R. de Boor. Simplified, potentially faster variants of the de Boor algorithm have been created but they suffer from comparatively lower stability.[1][2]

Introduction

The general setting is as follows. We would like to construct a curve whose shape is described by a sequence of p points d0,d1,,dp1, which plays the role of a control polygon. The curve can be described as a function s(x) of one parameter x. To pass through the sequence of points, the curve must satisfy s(u0)=d0,,s(up1)=dp1. But this is not quite the case: in general we are satisfied that the curve "approximates" the control polygon. We assume that u0, ..., up-1 are given to us along with d0,d1,,dp1.

One approach to solve this problem is by splines. A spline is a curve that is a piecewise nth degree polynomial. This means that, on any interval [ui, ui+1), the curve must be equal to a polynomial of degree at most n. It may be equal to different polynomials on different intervals. The polynomials must be synchronized: when the polynomials from intervals [ui-1, ui) and [ui, ui+1) meet at the point ui, they must have the same value at this point and their derivatives must be equal (to ensure that the curve is smooth).

De Boor's algorithm is an algorithm which, given u0, ..., up-1 and d0,d1,,dp1, finds the value of spline curve s(x) at a point x. It uses O(n2) operations. Notice that the running time of the algorithm depends only on degree n and not on the number of points p.

Outline of the algorithm

Suppose we want to evaluate the spline curve for a parameter value x[u,u+1]. We can express the curve as

s(x)=i=0p1diNin(x),

where[3] Nin(x)=xuiui+nuiNin1(x)+ui+n+1xui+n+1ui+1Ni+1n1(x), and Ni0(x)={1,if x[ui,ui+1)0,otherwise 


Due to the spline locality property,

s(x)=i=ndiNin(x)

So the value s(x) is determined by the control points dn,dn+1,,d; the other control points di have no influence. De Boor's algorithm, described in the next section, is a procedure which efficiently calculates the expression for s(x).

The algorithm

Suppose x[u,u+1) and di[0]=di for i=n,,. Now calculate

di[k]=(1αk,i)di1[k1]+αk,idi[k1];k=1,,n;i=n+k,,

with

αk,i=xuiui+n+1kui.

Then s(x)=d[n].

See also

External links

References

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  3. http://www.cs.mtu.edu/~shene/COURSES/cs3621/NOTES/spline/B-spline/bspline-basis.html