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[[File:Julia set for the rational function.png|240px|right|thumb|Julia set for the rational function associated to Newton's method for ƒ:z→z<sup>3</sup>−1.]]


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The '''Newton fractal''' is a [[boundary set]] in the [[complex plane]] which is characterized by [[Newton's method]] applied to a fixed [[polynomial]] <math>p(Z)\in\mathbb{C}[Z]</math>. It is the [[Julia set]] of the [[meromorphic function]] <math>z\mapsto z-\tfrac{p(z)}{p'(z)}</math> which is given by Newton's method. When there are no attractive cycles (of order greater than 1), it divides the complex plane into regions <math>G_k</math>, each of which is associated with a [[root of a function|root]] <math>\zeta_k</math> of the polynomial, <math>k=1,..,\operatorname{deg}(p)</math>. In this way the Newton fractal is similar to the [[Mandelbrot set]], and like other fractals it exhibits an intricate appearance arising from a simple description. It is relevant to [[numerical analysis]] because it shows that (outside the region of [[quadratic convergence]]) the Newton method can be very sensitive to its choice of start point.


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An open set for which the iterations converge towards a given root or cycle (that is not a fixed point), is a [[Fatou set]] for the iteration. The complementary set to the union of all these, is the Julia set. The Fatou sets have common boundary, namely the Julia set. Therefore each point of the Julia set is a point of accumulation for each of the Fatou sets. It is this property that causes the fractal structure of the Julia set (when the degree of the polynomial is larger than 2).
 
To plot interesting pictures, one may first choose a specified number <math>d</math> of complex points <math>(\zeta_1,...,\zeta_d)</math> and compute the coefficients <math>(p_1,...,p_d)</math> of the polynomial
:<math>p(z)=z^d+p_1z^{d-1}+\cdots+p_{d-1}z+p_d:=(z-\zeta_1)\cdot\cdots\cdot(z-\zeta_d)</math>.
Then for a rectangular lattice <math>z_{mn} = z_{00} + m \Delta x + in \Delta y</math>, <math>m = 0</math>, ..., <math>M - 1</math>, <math>n = 0</math>, ..., <math>N - 1</math> of points in <math>\mathbb{C}</math>, one finds the index <math>k(m,n)</math> of the corresponding root <math>\zeta_{k(m,n)}</math> and uses this to fill an <math>M</math>×<math>N</math> raster grid by assigning to each point <math>(m,n)</math> a colour <math>f_{k(m,n)}</math>.  Additionally or alternatively the colours may be dependent on the distance <math>D(m,n)</math>, which is defined to be the first value <math>D</math> such that <math>|z_D - \zeta_{k(m,n)}| < \epsilon</math> for some previously fixed small <math>\epsilon > 0</math>.
 
== Generalization of Newton fractals ==
 
A generalization of Newton's iteration is
:<math>z_{n+1}=z_n- a \frac{p(z_n)}{p'(z_n)} </math>
where <math>a</math> is any complex number.<ref>{{cite web | url = http://www.chiark.greenend.org.uk/~sgtatham/newton/ | title = Fractals derived from Newton-Raphson | author = Simon Tatham }}</ref> The special choice <math>a=1</math> corresponds to the Newton fractal. 
The fixed points of this map are stable when <math>a</math> lies inside the disk of radius 1 centered at 1. When <math>a</math> is outside this disk, the fixed points are locally unstable, however the map still exhibits a fractal structure in the sense of [[Julia set]]. If <math>p</math> is a polynomial of degree <math>n</math>, then the sequence <math>z_n</math> is [[bounded]] provided that <math>a</math> is inside a disk of radius <math>n</math> centered at <math>n</math>.
 
More generally, Newton's fractal is a special case of a [[Julia set]].
 
<gallery>
Image:FRACT008.png|Newton fractal for three degree-3 roots (<math>p(z)=z^3-1</math>), coloured by number of iterations required
Image:Newtroot 1 0 0 m1.png|Newton fractal for three degree-3 roots (<math>p(z)=z^3-1</math>), coloured by root reached
Image:Newton_z3-2z+2.png|Newton fractal for <math>p(z)=z^3-2z+2</math>. Points in the red basins do not reach a root.
Image:Colored Newton Fractal 2.png|Newton fractal for a 7th order polynomial, colored by root reached and shaded by rate of convergence.
Image:timelapse34.jpg|Newton fractal for <math>x^8+15x^4-16</math>
Image:Newtroot 1 0 m3i m5m2i 3 1.png|Newton fractal for <math>p(z)=z^5-3iz^3-(5+2i)z^2+3z+1</math>, coloured by root reached, shaded by number of iterations required.
Image:timelapse4.jpg|Newton fractal for <math>p(z)=\sin(z)</math>, coloured by root reached, shaded by number of iterations required
Image:Sin(x)_detail.png|Another Newton fractal for <math>\sin(x)</math>
Image:Mnfrac1.png| Generalized Newton fractal for <math>p(z)=z^3-1</math>, <math>a=-0.5.</math> The colour was chosen based on the argument after 40 iterations.
Image:Mnfrac2.png| Generalized Newton fractal for <math>p(z)=z^2-1</math>, <math> a=1+i.</math>
Image:Mnfrac3.png| Generalized Newton fractal for <math>p(z)=z^3-1</math>, <math>a=2.</math>
Image:Mnfrac4.png| Generalized Newton fractal for <math>p(z)=z^{4+3i}-1</math>, <math>a=2.1.</math>
Image:Newton z6 z3.jmb.jpg|<center><math>p(z) = z^6 + z^3 - 1</math></center>
Image:Newton SINUS.jmb.jpg|<center><math>p(z) = \sin(z)- 1</math></center>
Image:Newton COSH.jmb.jpg|<center><math>p(z) = \cosh(z)- 1</math></center>
</gallery>
 
== See also ==
* [[Julia set]]
* [[Mandelbrot set]]
* [[Nova fractal]]
 
==References==
{{reflist}}
* [http://www.math.sunysb.edu/~scott/  J. H. Hubbard, D. Schleicher, S. Sutherland]: ''How to Find All Roots of Complex Polynomials by Newton's Method'', Inventiones Mathematicae vol. 146 (2001) - with a discussion of the global structure of Newton fractals
*[http://citeseer.ist.psu.edu/313081.html ''On the Number of Iterations for Newton's Method''] by Dierk Schleicher July 21, 2000
*[http://www.math.sunysb.edu/cgi-bin/thesis.pl?thesis06-1 ''Newton's Method as a Dynamical System''] by Johannes Rueckert
{{Commons|Newton fractal|Newton fractal}}
 
[[Category:Numerical analysis]]
[[Category:Fractals]]

Revision as of 19:18, 20 January 2014

File:Julia set for the rational function.png
Julia set for the rational function associated to Newton's method for ƒ:z→z3−1.

The Newton fractal is a boundary set in the complex plane which is characterized by Newton's method applied to a fixed polynomial p(Z)[Z]. It is the Julia set of the meromorphic function zzp(z)p(z) which is given by Newton's method. When there are no attractive cycles (of order greater than 1), it divides the complex plane into regions Gk, each of which is associated with a root ζk of the polynomial, k=1,..,deg(p). In this way the Newton fractal is similar to the Mandelbrot set, and like other fractals it exhibits an intricate appearance arising from a simple description. It is relevant to numerical analysis because it shows that (outside the region of quadratic convergence) the Newton method can be very sensitive to its choice of start point.

Many points of the complex plane are associated with one of the deg(p) roots of the polynomial in the following way: the point is used as starting value z0 for Newton's iteration zn+1:=znp(zn)p(zn), yielding a sequence of points z1, z2, .... If the sequence converges to the root ζk, then z0 was an element of the region Gk. However, for every polynomial of degree at least 2 there are points for which the Newton iteration does not converge to any root: examples are the boundaries of the basins of attraction of the various roots. There are even polynomials for which open sets of starting points fail to converge to any root: a simple example is z32z+2, where some points are attracted by the cycle 0, 1, 0, 1 ... rather than by a root.

An open set for which the iterations converge towards a given root or cycle (that is not a fixed point), is a Fatou set for the iteration. The complementary set to the union of all these, is the Julia set. The Fatou sets have common boundary, namely the Julia set. Therefore each point of the Julia set is a point of accumulation for each of the Fatou sets. It is this property that causes the fractal structure of the Julia set (when the degree of the polynomial is larger than 2).

To plot interesting pictures, one may first choose a specified number d of complex points (ζ1,...,ζd) and compute the coefficients (p1,...,pd) of the polynomial

p(z)=zd+p1zd1++pd1z+pd:=(zζ1)(zζd).

Then for a rectangular lattice zmn=z00+mΔx+inΔy, m=0, ..., M1, n=0, ..., N1 of points in , one finds the index k(m,n) of the corresponding root ζk(m,n) and uses this to fill an M×N raster grid by assigning to each point (m,n) a colour fk(m,n). Additionally or alternatively the colours may be dependent on the distance D(m,n), which is defined to be the first value D such that |zDζk(m,n)|<ϵ for some previously fixed small ϵ>0.

Generalization of Newton fractals

A generalization of Newton's iteration is

zn+1=znap(zn)p(zn)

where a is any complex number.[1] The special choice a=1 corresponds to the Newton fractal. The fixed points of this map are stable when a lies inside the disk of radius 1 centered at 1. When a is outside this disk, the fixed points are locally unstable, however the map still exhibits a fractal structure in the sense of Julia set. If p is a polynomial of degree n, then the sequence zn is bounded provided that a is inside a disk of radius n centered at n.

More generally, Newton's fractal is a special case of a Julia set.

See also

References

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