5. Curves and Curve Modeling
Assoc.Dr. Ahmet Zafer Şenalpe-mail: [email protected]
Mechanical Engineering DepartmentGebze Technical University
ME 521Computer Aided Design
Curves are the basics for surfaces
Before learning surfaces curves have to be known
When asked to modify a particular entity on a CAD system, knowledge of the entities can increase your productivity
Understand how the math presentation of various curve entities relates to a user interface
Understand what is impossible and which way can be more efficient when creating or modifying an entity
Purpose
Dr. Ahmet Zafer Şenalp ME 521 2Mechanical Engineering Department,
GTU
5. Curves and Curve Modeling
Purpose
Curves are the basics for surfaces
Dr. Ahmet Zafer Şenalp ME 521 3Mechanical Engineering Department,
GTU
5. Curves and Curve Modeling
Why Not Simply Use a Point Matrix toRepresent a Curve?
Storage issue and limited resolution Computation and transformation Difficulties in calculating the intersections or curves and physical properties of
objects Difficulties in design (e.g. control shapes of an existing object) Poor surface finish of manufactured parts
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GTU
5. Curves and Curve Modeling
Advantages of AnalyticalRepresentation for Geometric Entities
A few parameters to store Designers know the effect of data points on curve behavior, control, continuity, and
curvature Facilitate calculations of intersections, object properties, etc.
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GTU
5. Curves and Curve Modeling
Curve Definitions
Explicit form :
Implicit form :
cmxy
0 cbyax
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GTU
5. Curves and Curve Modeling
Drawbacks of Conventional Representations
Conventional explicit and implicit forms have several drawbacks.
They represent unbounded geometry They may be multi-valued Difficult to evaluate points along the curve Depends on coordinate system
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GTU
5. Curves and Curve Modeling
Parametric Representation
Curves are defined as a function of a single parameter:
)u(zz),u(yy),u(xxand
P(u)P
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GTU
5. Curves and Curve Modeling
u
u
v
Curve, P=P(u)Surface, P=P(u,v)
P(u)=[x(u),y(u),z(u)]T
P(u, v)=[x(u, v), y(u, v), z(u, v)]T
Parametric Representation
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GTU
5. Curves and Curve Modeling
Parametric Representation
Changing curve equation into parametric form:
2xy Let’s use “t” parameter ;
2
2
)(
)()(
ttyy
ttxxtPP
ty
tx
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GTU
5. Curves and Curve Modeling
Parametric Explicit Form-Implicit Form ConversionExample : Planar 2. degree curve:
How to obtain implicit form?
t is extracted as:
Replacing t in y equation;
Rearranging the above equation;
Rearranging again;
We obtain implicit form.
22y
12
2
tt
tx
1 xt
212 1 2 xxy
22 122)1( xxy
05622 22 yxyxyx
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GTU
5. Curves and Curve Modeling
Parametric Explicit Form-Implicit Form ConversionExample : Planar 2. degree curve :
22y
12
2
tt
tx
-1.5 -1 -0.5 0 0.5 1 1.5 2 2.5 3 3.50
2
4
6
8
10
12Y
X
2,2t plot
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GTU
5. Curves and Curve Modeling
Curve Classification
Curve Classification:
Analytic Curves
Synthetic curves
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GTU
5. Curves and Curve Modeling
Analytic Curves
These curves have an analytic equation
point line arc circle fillet Chamfer Conics (ellipse, parabola,and hyperbola))
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GTU
5. Curves and Curve Modeling
line arc
circle
Forming Geometry withAnalytic Curves
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GTU
5. Curves and Curve Modeling
Analytic CurvesLine
Line definition in cartesian coordinate system:
Here;m: slope of the line b: point that intersects y axisx: independent varaible of y function.
Parametric form;
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GTU
5. Curves and Curve Modeling
Analytic CurvesLineExample:implicit-explicit form change
Line equation:
Parametric line equation is obtained. To turn back to implicit or explicit nonparametric form t is replaced in x and y equalities
12 xy
012 yx implicit form
explicit form
12)1(1
tytytx
Changing to parametric form. In this case )();( tyytxx
Let . Replacing this value into y equation.
is obtained.
As a result;
121
tytx
1)1(21
xy
xt
From here the form at the beginning is obtained.Dr. Ahmet Zafer Şenalp ME 521 17Mechanical Engineering Department,
GTU
5. Curves and Curve Modeling
Analytic Curves Circle
Circle definition in Cartesian coordinate system:
Here;a,b: x,y coordinates of center pointr: circle radius
Parametric form
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GTU
5. Curves and Curve Modeling
Analytic Curves Ellipse
Ellipse definition in Cartesian coordinate system:
Here;h,k: x,y coordinates of center pointa: radius of major axisb: radius of minör exis
Parametric form
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GTU
5. Curves and Curve Modeling
Analytic Curves Parabola
Parabola definition in Cartesian coordinate system:
Usual form;
y = ax2 + bx + c
-5 -4 -3 -2 -1 0 1 2 3 4 50
2
4
6
8
10
12
14
16
18Y
X
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GTU
5. Curves and Curve Modeling
Analytic Curves Hyperbola
Hyperbola definition in Cartesian coordinate system:
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GTU
5. Curves and Curve Modeling
Synthetic Curves
As the name implies these are artificial curves Lagrange interpolation curves Hermite interpolation curves Bezier B-Spline NURBS etc.
Analytic curves are usually not sufficient to meet geometric design requirements of mechanical parts.
Many products need free-form, or synthetic curved surfaces These curves use a series of control points either interploated or aproximatedIt is the definition method for complex curves.It should be controllable by the designer.Calculation and storage should be easy.At the same time called as free form curves.
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GTU
5. Curves and Curve Modeling
Synthetic Curves
open curve
closed curve
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5. Curves and Curve Modeling
interpolated
approximated
control points
Synthetic Curves
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GTU
5. Curves and Curve Modeling
Composite Curves
Curves can be represented by connected segments to form a composite curve
There must be continuity at the mid-points
1 2 34
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GTU
5. Curves and Curve Modeling
Degrees of Continuity
Position continuity
Slope continuity 1st derivative
Curvature continuity 2nd derivative
• Higher derivatives as necessary
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GTU
5. Curves and Curve Modeling
Position Continuity
1 2
3
Connected (C0 continuity)
Mid-points are connected
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5. Curves and Curve Modeling
Slope Continuity
1
2
Continuous tangent
Tangent continuity (C1 continuity)
Both curves have the same 1. derivative value at the connection point. At the same time position continuity is also attained.
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GTU
5. Curves and Curve Modeling
Continuous curvature
Curvature continuity (C2 continuity)
12
Curvature Continuity
Both curves have the same 2.derivative value at the connection point.At the same time position and slope continuity is also attained.
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GTU
5. Curves and Curve Modeling
Composite Curves
A cubic spline has C2 continuity at intermediate points Cubic splines do not allow local control
1 2 3
4
Cubic polynomials
5. Curves and Curve Modeling
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GTU
Linear Interpolation
General Linear Interpolation:One of the simplest method is linear interpolation.
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GTU
5. Curves and Curve Modeling
Parametric Cubic Polynomial Curves
Cubic polynomials are the lowest-order polynomials that can represent a non-planar curve
The curve can be defined by 4 boundary conditions
33
2210)(P uuuu kkkk
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GTU
5. Curves and Curve Modeling
Cubic Polynomials
Lagrange interpolation - 4 points Hermite interpolation - 2 points, 2 slopes
p0
p3
p2
p1
Lagrangep0
p1
P1’P0’
Hermite
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GTU
5. Curves and Curve Modeling
Lagrange Interpolation
2 xi terms should not be the same,For N+1 data points ; (x0,y0),...,(xN,yN) için Lagrange interpolation form is in the form of linear combination:
j (x) =
N
ji0i ij
i
xxxx =
Nj2j1j0j
N210
xx.............xxxxxxxx.............xxxxxx
L(x)= 1 (x) y1+ 2 (x) y2+...................... N (x) yN = j
N
0jj y)x(
Below polynomial is called Lagrange base polynomial;
Dr. Ahmet Zafer Şenalp ME 521 34Mechanical Engineering Department,
GTU
5. Curves and Curve Modeling
Lagrange Interpolation
This image shows, for four points ((−9, 5), (−4, 2), (−1, −2), (7, 9)), the (cubic) interpolation polynomial L(x) (in black), which is the sum of the scaled basis polynomials y0ℓ0(x), y1ℓ1(x), y2ℓ2(x) and y3ℓ3(x). The interpolation polynomial passes through all four control points, and each scaled basis polynomial passes through its respective control point and is 0 where x corresponds to the other three control points
Dr. Ahmet Zafer Şenalp ME 521 35Mechanical Engineering Department,
GTU
5. Curves and Curve Modeling
Lagrange Interpolation Example:
A 3. degree L(x) function has the following x and corresponding y values;
x= 0 1 2 3 4 y= 8 6 -6 -9 -1
403020104x3x2x1x
2424x50x35x10x 234
413121014x3x2x0x
6x24x26x9x 234
423212024x3x1x0x
4x12x19x8x 234
432313034x2x1x0x
6x8x14x7x 234
342414043x2x1x0x
24x6x11x6x 234
The polynomial corresponding to the above values can be determined by Lagrange interpolation method:
Dr. Ahmet Zafer Şenalp ME 521 36Mechanical Engineering Department,
GTU
5. Curves and Curve Modeling
)x(1
)x(2
)x(3
)x(4
)x(5
)x()x(9)x(6)x(6)x(8)x(L 54321
Lagrange Interpolation Example:
obtained.
L(x)= -0,7083x4+7,4167x3-22,2917x2+13,5833x+8
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GTU
5. Curves and Curve Modeling
Cubic Hermite Interpolation
There are no algebraic coefficints but there are geometric coefficints
Position vector at the starting point
Position vector at the end point
Tangent vector at the starting point
Tangent vector at the end point
General form of Cubic Hermite interpolation:
Also known as cubic splines.Enables up to C1 continuity.
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GTU
5. Curves and Curve Modeling
Cubic Hermite Interpolation
Hermite base functions
5. Curves and Curve Modeling
Hermite form is obtained by the linear summation of this 4 function at each interval.
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GTU
Cubic Hermite Interpolation
The effect of tangent vector to the curve shape
5. Curves and Curve Modeling
Geometrik katsayı matrisi
Geometric coefficient matrix controls the shape of the curve.
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GTU
Cubic Hermite Interpolation
Hermite curve set with same end points (P0 ve P1), Tangent vectors P0’ and P1’ have the same directions but P0’ have different magnitude P1’ is constant
5. Curves and Curve Modeling
P0
P0’
P2
T2
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GTU
Cubic Hermite Interpolation
All tangent vector magnitudes are equal but the direction of left tangent vector changes.
5. Curves and Curve Modeling
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GTU
Cubic Hermite Interpolation
There are no algebraic coefficints but there are geometric coefficints
Cubic Hermite interpolation form:
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GTU
5. Curves and Curve Modeling
Can also be written as:
1
0
1
0
23
000101001233
1122
1)(
PPPP
uuuuP
Approximated Curves
Bezier B-Spline NURBS etc.
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 44Mechanical Engineering Department,
GTU
Bezier Curves
P. Bezier of the French automobile company of Renault first introduced the Bezier curve (1962).
Bezier curves were developed to allow more convenient manipulation of curves
A system for designing sculptured surfaces of automobile bodies (based on the Bezier curve)
A Bezier curve is a polynomial curve approximating a control polygon
Quadratic and cubic Bézier curves are most common
Higher degree curves are more expensive to evaluate.
When more complex shapes are needed, low order Bézier curves are patched together.
Bézier curves are easily programmable. Bezier curves are widely used in computer graphics.
Enables up to C1 continuity.
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 45Mechanical Engineering Department,
GTU
Control polygon
Bezier Curves5. Curves and Curve Modeling
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Bezier Curves5. Curves and Curve Modeling
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GTU
Bezier Curves
where the polynomials
are known as Bernstein basis polynomials of degree n, defining t0 = 1 and (1 - t)0 = 1.
General Bezier curve form which is controlled by n+1 Pi control points;
: binomial coefficient.
5. Curves and Curve Modeling
Degree of polynomial is one less than the control points used.Dr. Ahmet Zafer Şenalp ME 521 48Mechanical Engineering Department,
GTU
The points Pi are called control points for the Bézier curve
The polygon formed by connecting the Bézier points with lines, starting with P0 and finishing with Pn, is called the Bézier polygon (or control polygon). The convex hull of the Bézier polygon contains the Bézier curve.
The curve begins at P0 and ends at Pn; this is the so-called endpoint interpolation property.
The curve is a straight line if and only if all the control points are collinear.
The start (end) of the curve is tangent to the first (last) section of the Bézier polygon.
A curve can be split at any point into 2 subcurves, or into arbitrarily many subcurves, each of which is also a Bézier curve.
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 49Mechanical Engineering Department,
GTU
Bezier CurvesLinear Curves
t= [0,1] form of a linear Bézier curve turns out to be linear interpollation form.
Curve passes through points P0 ve P1. Animation of a linear Bézier curve, t in [0,1]. The t in the function for a linear Bézier
curve can be thought of as describing how far B(t) is from P0 to P1.
For example when t=0.25, B(t) is one quarter of the way from point P0 to P1. As t varies from 0 to 1, B(t) describes a curved line from P0 to P1.
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 50Mechanical Engineering Department,
GTU
Bezier CurvesQuadratic Curves
For quadratic Bézier curves one can construct intermediate points Q0 and Q1 such that as t varies from 0 to 1:
Point Q0 varies from P0 to P1 and describes a linear Bézier curve. Point Q1 varies from P1 to P2 and describes a linear Bézier curve.
Point B(t) varies from Q0 to Q1 and describes a quadratic Bézier curve.
5. Curves and Curve Modeling
Curve passes through P0 , P1 & P2 points.
Dr. Ahmet Zafer Şenalp ME 521 51Mechanical Engineering Department,
GTU
Bezier CurvesHigher Order Curves
For higher-order curves one needs correspondingly more intermediate points.
Cubic Bezier CurveCurve passes through P0 , P1, P2 & P3 points.
For cubic curves one can construct intermediate points Q0, Q1 & Q2 that describe linear Bézier curves, and points R0 & R1 that describe quadratic Bézier curves
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 52Mechanical Engineering Department,
GTU
Bezier CurvesBernstein Polynomials
5. Curves and Curve Modeling
Most of the graphics packages confine Bézier curve with only 4 control points. Hence n = 3 .
43
323
223
123
Pt
P)t3t3(
P)t3t6t3(
P)1t3t3t()t(Q
Bernstein polinomials
t
f(t)1
1
BB1 BB4
BB2 BB3
2B )t1(t3B
2
3B tB
4
3B )t1(B
1
)t1(t3B 2B3
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GTU
Bezier Curves Higher Order Curves
Fourth Order Bezier CurveCurve passes through P0 , P1, P2, P3 & P4 points.
For fourth-order curves one can construct intermediate points Q0, Q1, Q2 & Q3 that describe linear Bézier curves, points R0, R1 & R2 that describe quadratic Bézier curves, and points S0 & S1 that describe cubic Bézier curves:
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 54Mechanical Engineering Department,
GTU
Bezier Curves Polinomial Form
Sometimes it is desirable to express the Bézier curve as a polynomial instead of a sum of less straightforward Bernstein polynomials.
Application of the binomial theorem to the definition of the curve followed by some rearrangement will yield:
and
This could be practical if Cj can be computed prior to many evaluations of B(t); however one should use caution as high order curves may lack numeric stability (de Casteljau's algorithm should be used if this occurs).
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 55Mechanical Engineering Department,
GTU
Bezier Curves Example:
Coordinatess of 4 control poits are given as:
5. Curves and Curve Modeling
What is the equation of Bezier curve that will be obtained by using above points? What are the coordinate values on the curve corresponding to t=0,1/4,2/4,3/4,1 ?Solution: For 4 points 3. order Bezier form is used:
1,0,)1(3)1(3)1()( 33
22
12
03 tPtPttPttPttB
ToPB 022)0(
TPPPPB 056,215,2641
649
6427
6427)
41( 3210
TPPPPB 075,250,281
83
83
81)
42( 3210
TPPPPB 056,284,26427
6427
649
641)
43( 3210
TPB 023)1( 3
Points on B(t) curve
: Bezier curve equation
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GTU
Bezier Curves Example:
Equation of Bezier curve:
5. Curves and Curve Modeling
023
033
)1(3032
)1(3022
)1()( 3223 tttttttB
Control pointsPoints on B(t) curve
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GTU
Bezier Curves Disadvantages
Difficult to interpolate points Cannot locally modify a Bezier curve
5. Curves and Curve Modeling
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GTU
Bezier Curves Global Change
5. Curves and Curve Modeling
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GTU
Bezier Curves Local Change
5. Curves and Curve Modeling
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Bezier Curves Example
5. Curves and Curve Modeling
2 cubic composite Bézier curve - 6. order Bézier curvecomparisson
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Bezier Curves Modeling Example
5. Curves and Curve Modeling
Contains 32 curve
Polygon representation
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B-Spline Curves
B-splines are generalizations of Bezier curves A major advantage is that they allow local control B-spline is a spline function that has minimal support with respect to a given degree,
smoothness, and domain partition. A fundamental theorem states that every spline function of a given degree, smoothness, and
domain partition, can be represented as a linear combination of B-splines of that same degree and smoothness, and over that same partition.
The term B-spline was coined by Isaac Jacob Schoenberg and is short for basis spline. B-splines can be evaluated in a numerically stable way by the de Boor algorithm.
A B-spline is simply a generalisation of a Bézier curve, and it can avoid the Runge phenomenon without increasing the degree of the B-spline.
The degree of curve obtained is independent of number of control points. Enables up to C2 continuity.
5. Curves and Curve Modeling
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GTU
B-Spline Curves
Pi defines B-Spline curve with given n+1 control points:
5. Curves and Curve Modeling
Here Ni,k(u) is B-Spline functions are proposed by Cox and de Boor in 1972.
k parameter controls B-Spline curve degree (k-1) and generally independent of number of control points.
ui is called parametric knots or (knot vales) for an open curve B-Spline:
aksi durumda
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This inequality shows that; for linear curve at least 2 for 2. degree curve at least 3 for cubic curve at least 4 control points are necessary.
B-Spline Curves5. Curves and Curve Modeling
if a curve with (k-1) degree and ( n+1) control points is to be developed, (n+k+1) knots then are required.
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Linear functionk=2
B-Spline Curves5. Curves and Curve Modeling
Below figures show B-Spline functions:
2. degree functionk=3
cubic functionk=4
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Number of control points is independent than the degree of the polynomial.
B-Spline CurvesProperties
5. Curves and Curve Modeling
The higher the order of the B-Spline, the less the influence the closecontrol point
Lineark=2
vertex
Quadratic B-Spline; k=3Cubic B-Spline; k=4
Fourth Order B-Spline; k=5
n=3
vertex
vertex
vertex
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B-spline allows better local control. Shape of the curvecan be adjusted by moving the control points. Local control: a control point only influences k segments.
B-Spline CurvesProperties
5. Curves and Curve Modeling
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B-Spline Curves Example:
Cubic Spline; k=4, n=38 knots are required.
5. Curves and Curve Modeling
Limits of u parameter:Bezier curve equality;
reminder :
Equation results 8 knots
reminder : To define a (k-1) degree curve with (n+1) control points (n+k+1) knots are required.
B-Spline vector can be calculated together with knot vector;
*Dr. Ahmet Zafer Şenalp ME 521 69Mechanical Engineering Department,
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B-Spline Curves Example:
5. Curves and Curve Modeling
aksi durumda
aksi durumda
aksi durumda
else
else
else
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GTU
B-Spline Curves Example:
5. Curves and Curve Modeling
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GTU
B-Spline Curves Example:
5. Curves and Curve Modeling
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B-Spline Curves Example:
5. Curves and Curve Modeling
Replacing into Ni,4 * equality;
By replacing Ni,3 into the above equality the B-Spline curve equation given below is obtained.
This equation is the same with Bezier curve with the same control points.Hence cubic B-Spline curve with 4 control points is the same with cubic Bezier curve with the same control points.
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Bezier Blending Functions; Bi,n
B-spline Blending Functions; Ni,k
Bezier /B-Spline Curves5. Curves and Curve Modeling
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Bezier /B-Spline Curves5. Curves and Curve Modeling
Point that is moved
This point is moving
This point is not moving
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When B-spline is uniform B-spline functions with n degrees are just shifted copies of each other.Knots are equally spaced along the curve.
Uniform B-Spline Curves5. Curves and Curve Modeling
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Rational Curves and NURBS
• Rational polynomials can represent both analytic and polynomial curves in a uniform way
• Curves can be modified by changing the weighting of the control points
• A commonly used form is the Non-Uniform Rational B-spline (NURBS)
5. Curves and Curve Modeling
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Rational Bezier Curves
The rational Bézier adds adjustable weights to provide closer approximations to arbitrary shapes. The numerator is a weighted Bernstein-form Bézier curve and the denominator is a weighted sum of Bernstein polynomials.Given n + 1 control points Pi, the rational Bézier curve can be described by:
5. Curves and Curve Modeling
or simply
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Rational B-Spline Curves
One rational curve is defined by ratios of 2 polynomials. In rational curve control points are defined in homogenous coordinates.
Then rational B-Spline curve can be obtained in the following form:
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 79Mechanical Engineering Department,
GTU
Rational B-Spline Curves
Ri,k(u) is the rational B-Spline basis functions.
The above equality show that; Ri,k(u) basis functions are the generelized form of Ni,k(u).When hi=1 is replaced in Ri,k(u) equality shows the same properties with the nonrational form.
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 80Mechanical Engineering Department,
GTU
NURBS
It is non uniform rational B-Spline formulation. This mathematical model is generally used for constructing curves and surfaces in computer graphics.
NURBS curve is defined by its degree, control points with weights and knot vector. NURBS curves and surfaces are the generalized form of both B-spline and Bézier curves and
surfaces. Most important difference is the weights in the control points which makes NURBS rational
curve. NURBS curves have only one parametric direction (generally named as s or u). NURBS
surfaces have 2 parametric directions. NURBS curves enables the complete modeling of conic curves.
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 81Mechanical Engineering Department,
GTU
NURBS
General form of a NURBS curve;
k: is the number of control points (Pi) wi: weigthsThe denominator is a normalizing factor that evaluates to one if all weights are one. This can be seen from the partition of unity property of the basis functions. It is customary to write this as
Rin: are known as the rational basis functions.
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 82Mechanical Engineering Department,
GTU
NURBSExamples
Uniform knot vector
5. Curves and Curve Modeling
Nonuniform knot vector
Dr. Ahmet Zafer Şenalp ME 521 83Mechanical Engineering Department,
GTU
NURBSDevelopment of NURBS
Boeing: Tiger System in 1979 SDRC: Geomod in 1993 University of Utah: Alpha-1 in 1981 Industry Standard: IGES, PHIGS, PDES,Pro/E, etc.
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 84Mechanical Engineering Department,
GTU
NURBSAdvantages
Serve as a genuine generalizations of non-rational B-spline forms as well as rational and non-rational Bezier curves and surfaces
Offer a common mathematical form for representing both standard analytic shapes (conics, quadratics, surface of revolution, etc) and free-from curves and surfaces precisely. B-splines can only approximate conic curves.
By evaluating a NURBS curve at various values of the parameter, the curve can be represented in cartesian two- or three-dimensional space. Likewise, by evaluating a NURBS surface at various values of the two parameters, the surface can be represented in cartesian space.
Provide the flexibility to design a large variety of shapes by using control points and weights. increasing the weights has the effect of drawing a curve toward the control point.
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 85Mechanical Engineering Department,
GTU
NURBSAdvantages
Have a powerful tool kit (knot insertion/refinement/removal, degree elevation, splitting, etc.)
They are invariant under affine as well as perspective transformations: operations like rotations and translations can be applied to NURBS curves and surfaces by applying them to their control points.
Reasonably fast and computationally stable. They reduce the memory consumption when storing shapes (compared to simpler methods).
They can be evaluated reasonably quickly by numerically stable and accurate algorithms.
Clear geometric interpretations
5. Curves and Curve Modeling
Dr. Ahmet Zafer Şenalp ME 521 86Mechanical Engineering Department,
GTU