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mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, a de Rham curve is a certain type of
fractal curve A fractal curve is, loosely, a mathematical curve whose shape retains the same general pattern of irregularity, regardless of how high it is magnified, that is, its graph takes the form of a fractal. In general, fractal curves are nowhere rectif ...
named in honor of
Georges de Rham Georges de Rham (; 10 September 1903 – 9 October 1990) was a Swiss mathematician, known for his contributions to differential topology. Biography Georges de Rham was born on 10 September 1903 in Roche, a small village in the canton of Vaud in ...
. The
Cantor function In mathematics, the Cantor function is an example of a function that is continuous, but not absolutely continuous. It is a notorious counterexample in analysis, because it challenges naive intuitions about continuity, derivative, and measure. Th ...
, Cesàro curve,
Minkowski's question mark function In mathematics, the Minkowski question-mark function, denoted , is a function with unusual fractal properties, defined by Hermann Minkowski in 1904. It maps quadratic irrational numbers to rational numbers on the unit interval, via an expressio ...
, the
Lévy C curve In mathematics, the Lévy C curve is a self-similar fractal curve that was first described and whose differentiability properties were analysed by Ernesto Cesàro in 1906 and Georg Faber in 1910, but now bears the name of French mathematician Pa ...
, the
blancmange curve In mathematics, the blancmange curve is a self-affine curve constructible by midpoint subdivision. It is also known as the Takagi curve, after Teiji Takagi who described it in 1901, or as the Takagi–Landsberg curve, a generalization of the cur ...
, and
Koch curve The Koch snowflake (also known as the Koch curve, Koch star, or Koch island) is a fractal curve and one of the earliest fractals to have been described. It is based on the Koch curve, which appeared in a 1904 paper titled "On a Continuous Curv ...
are all special cases of the general de Rham curve.


Construction

Consider some
complete metric space In mathematical analysis, a metric space is called complete (or a Cauchy space) if every Cauchy sequence of points in has a limit that is also in . Intuitively, a space is complete if there are no "points missing" from it (inside or at the boun ...
(M,d) (generally \mathbb2 with the usual euclidean distance), and a pair of contracting maps on M: :d_0:\ M \to M :d_1:\ M \to M. By the
Banach fixed-point theorem In mathematics, the Banach fixed-point theorem (also known as the contraction mapping theorem or contractive mapping theorem) is an important tool in the theory of metric spaces; it guarantees the existence and uniqueness of fixed points of certa ...
, these have fixed points p_0 and p_1 respectively. Let ''x'' be a
real number In mathematics, a real number is a number that can be used to measure a ''continuous'' one-dimensional quantity such as a distance, duration or temperature. Here, ''continuous'' means that values can have arbitrarily small variations. Every real ...
in the interval ,1/math>, having binary expansion :x = \sum_^\infty \frac, where each b_k is 0 or 1. Consider the map :c_x:\ M \to M defined by :c_x = d_ \circ d_ \circ \cdots \circ d_ \circ \cdots, where \circ denotes
function composition In mathematics, function composition is an operation that takes two functions and , and produces a function such that . In this operation, the function is applied to the result of applying the function to . That is, the functions and ...
. It can be shown that each c_x will map the common basin of attraction of d_0 and d_1 to a single point p_x in M. The collection of points p_x, parameterized by a single real parameter ''x'', is known as the de Rham curve.


Continuity condition

When the fixed points are paired such that :d_0(p_1) = d_1(p_0) then it may be shown that the resulting curve p_x is a continuous function of ''x''. When the curve is continuous, it is not in general differentiable. In the remaining of this page, we will assume the curves are continuous.


Properties

De Rham curves are by construction self-similar, since :p(x)=d_0(p(2x)) for x \in , 1/2/math> and :p(x)=d_1(p(2x-1)) for x \in /2, 1 The self-symmetries of all of the de Rham curves are given by the
monoid In abstract algebra, a branch of mathematics, a monoid is a set equipped with an associative binary operation and an identity element. For example, the nonnegative integers with addition form a monoid, the identity element being 0. Monoids ...
that describes the symmetries of the infinite binary tree or
Cantor set In mathematics, the Cantor set is a set of points lying on a single line segment that has a number of unintuitive properties. It was discovered in 1874 by Henry John Stephen Smith and introduced by German mathematician Georg Cantor in 1883. Thr ...
. This so-called period-doubling monoid is a subset of the
modular group In mathematics, the modular group is the projective special linear group of matrices with integer coefficients and determinant 1. The matrices and are identified. The modular group acts on the upper-half of the complex plane by fractional l ...
. The
image An image is a visual representation of something. It can be two-dimensional, three-dimensional, or somehow otherwise feed into the visual system to convey information. An image can be an artifact, such as a photograph or other two-dimensiona ...
of the curve, i.e. the set of points \, can be obtained by an Iterated function system using the set of contraction mappings \. But the result of an iterated function system with two contraction mappings is a de Rham curve if and only if the contraction mappings satisfy the continuity condition. Detailed, worked examples of the self-similarities can be found in the articles on the
Cantor function In mathematics, the Cantor function is an example of a function that is continuous, but not absolutely continuous. It is a notorious counterexample in analysis, because it challenges naive intuitions about continuity, derivative, and measure. Th ...
and on Minkowski's question-mark function. Precisely the same
monoid In abstract algebra, a branch of mathematics, a monoid is a set equipped with an associative binary operation and an identity element. For example, the nonnegative integers with addition form a monoid, the identity element being 0. Monoids ...
of self-similarities, the
dyadic monoid In mathematics, the modular group is the projective special linear group of matrices with integer coefficients and determinant 1. The matrices and are identified. The modular group acts on the upper-half of the complex plane by fractiona ...
, apply to ''every'' de Rham curve.


Classification and examples


Cesàro curves

Cesàro curves (or Cesàro–Faber curves) are De Rham curves generated by
affine transformation In Euclidean geometry, an affine transformation or affinity (from the Latin, ''affinis'', "connected with") is a geometric transformation that preserves lines and parallelism, but not necessarily Euclidean distances and angles. More generally, ...
s conserving
orientation Orientation may refer to: Positioning in physical space * Map orientation, the relationship between directions on a map and compass directions * Orientation (housing), the position of a building with respect to the sun, a concept in building de ...
, with fixed points p_0=0 and p_1=1. Because of these constraints, Cesàro curves are uniquely determined by a
complex number In mathematics, a complex number is an element of a number system that extends the real numbers with a specific element denoted , called the imaginary unit and satisfying the equation i^= -1; every complex number can be expressed in the form ...
a such that , a, <1 and , 1-a, <1. The contraction mappings d_0 and d_1 are then defined as complex functions in the
complex plane In mathematics, the complex plane is the plane formed by the complex numbers, with a Cartesian coordinate system such that the -axis, called the real axis, is formed by the real numbers, and the -axis, called the imaginary axis, is formed by the ...
by: :d_0(z) = az :d_1(z) = a + (1-a)z. For the value of a=(1+i)/2, the resulting curve is the
Lévy C curve In mathematics, the Lévy C curve is a self-similar fractal curve that was first described and whose differentiability properties were analysed by Ernesto Cesàro in 1906 and Georg Faber in 1910, but now bears the name of French mathematician Pa ...
.


Koch–Peano curves

In a similar way, we can define the Koch–Peano family of curves as the set of De Rham curves generated by affine transformations reversing orientation, with fixed points p_0=0 and p_1=1. These mappings are expressed in the complex plane as a function of \overline, the
complex conjugate In mathematics, the complex conjugate of a complex number is the number with an equal real part and an imaginary part equal in magnitude but opposite in sign. That is, (if a and b are real, then) the complex conjugate of a + bi is equal to a - ...
of z: :d_0(z) = a\overline :d_1(z) = a + (1-a)\overline. The name of the family comes from its two most famous members. The
Koch curve The Koch snowflake (also known as the Koch curve, Koch star, or Koch island) is a fractal curve and one of the earliest fractals to have been described. It is based on the Koch curve, which appeared in a 1904 paper titled "On a Continuous Curv ...
is obtained by setting: :a_\text=\frac + i\frac, while the
Peano curve In geometry, the Peano curve is the first example of a space-filling curve to be discovered, by Giuseppe Peano in 1890. Peano's curve is a surjective, continuous function from the unit interval onto the unit square, however it is not injecti ...
corresponds to: :a_\text=\frac.


General affine maps

The Cesàro–Faber and Peano–Koch curves are both special cases of the general case of a pair of affine linear transformations on the complex plane. By fixing one endpoint of the curve at 0 and the other at one, the general case is obtained by iterating on the two transforms :d_0=\begin 1 & 0 & 0 \\ 0 & \alpha &\delta \\ 0 & \beta & \varepsilon \end and :d_1=\begin 1&0&0 \\ \alpha & 1-\alpha&\zeta \\ \beta&-\beta&\eta \end. Being affine transforms, these transforms act on a point (u,v) of the 2-D plane by acting on the vector :\begin 1 \\ u \\ v \end. The midpoint of the curve can be seen to be located at (u,v)=(\alpha,\beta); the other four parameters may be varied to create a large variety of curves. The
blancmange curve In mathematics, the blancmange curve is a self-affine curve constructible by midpoint subdivision. It is also known as the Takagi curve, after Teiji Takagi who described it in 1901, or as the Takagi–Landsberg curve, a generalization of the cur ...
of parameter w can be obtained by setting \alpha=\beta=1/2, \delta=\zeta=0 and \varepsilon=\eta=w. That is: :d_0=\begin 1&0&0 \\ 0 & 1/2&0 \\ 0&1/2&w \end and :d_1=\begin 1&0&0 \\ 1/2 & 1/2&0 \\ 1/2&-1/2&w \end. Since the blancmange curve of parameter w=1/4 is the parabola of equation f(x)=4x(1-x), this illustrate the fact that in some occasion, de Rham curves can be smooth.


Minkowski's question mark function

Minkowski's question mark function In mathematics, the Minkowski question-mark function, denoted , is a function with unusual fractal properties, defined by Hermann Minkowski in 1904. It maps quadratic irrational numbers to rational numbers on the unit interval, via an expressio ...
is generated by the pair of maps :d_0(z) = \frac and :d_1(z)= \frac.


Generalizations

It is easy to generalize the definition by using more than two contraction mappings. If one uses ''n'' mappings, then the ''n''-ary decomposition of ''x'' has to be used instead of the binary expansion of real numbers. The continuity condition has to be generalized in: :d_i(p_)=d_(p_0), for i=0 \ldots n-2. This continuity condition can be understood with the following example. Suppose on is working in base-10. Then one has (famously) that 0.999...= 1.000... which is a continuity equation that must be enforced at every such gap. That is, given the decimal digits b_1,b_2,\cdots,b_k with b_k\ne 9, one has :b_1,b_2,\cdots,b_k,9,9,9,\cdots = b_1,b_2,\cdots,b_k+1,0,0,0,\cdots Such a generalization allows, for example, to produce the Sierpiński arrowhead curve (whose image is the
Sierpiński triangle The Sierpiński triangle (sometimes spelled ''Sierpinski''), also called the Sierpiński gasket or Sierpiński sieve, is a fractal attractive fixed set with the overall shape of an equilateral triangle, subdivided recursively into smaller equi ...
), by using the contraction mappings of an iterated function system that produces the Sierpiński triangle.


Multifractal curves

Ornstein and others describe a
multifractal system A multifractal system is a generalization of a fractal system in which a single exponent (the fractal dimension) is not enough to describe its dynamics; instead, a continuous spectrum of exponents (the so-called singularity spectrum) is needed ...
, where instead of working in a fixed base, one works in a variable base. Consider the
product space In topology and related areas of mathematics, a product space is the Cartesian product of a family of topological spaces equipped with a natural topology called the product topology. This topology differs from another, perhaps more natural-seemin ...
of variable base-m_n
discrete space In topology, a discrete space is a particularly simple example of a topological space or similar structure, one in which the points form a , meaning they are '' isolated'' from each other in a certain sense. The discrete topology is the finest to ...
s :\Omega=\prod_A_ for A_n=\mathbb/m_n\mathbb=\ the
cyclic group In group theory, a branch of abstract algebra in pure mathematics, a cyclic group or monogenous group is a group, denoted C''n'', that is generated by a single element. That is, it is a set of invertible elements with a single associative bina ...
, for m_n\ge2 an integer. Any real number in the
unit interval In mathematics, the unit interval is the closed interval , that is, the set of all real numbers that are greater than or equal to 0 and less than or equal to 1. It is often denoted ' (capital letter ). In addition to its role in real analysis, ...
can be expanded in a sequence (a_1,a_2,a_3,\cdots) such that each a_n\in A_n. More precisely, a real number 0\le x\le 1 is written as :x=\sum_^\infty \frac This expansion is not unique, if all a_n=0 past some point K. In this case, one has that :a_1,a_2,\cdots,a_K,0,0,\cdots = a_1,a_2,\cdots,a_K-1,m_-1, m_-1,\cdots Such points are analogous to the dyadic rationals in the dyadic expansion, and the continuity equations on the curve must be applied at these points. For each A_n, one must specify two things: a set of two points p_0^ and p_1^ and a set of m_n functions d_j^(z) (with j\in A_n). The continuity condition is then as above, :d_j^(p^_1)=d_^(p^_0), for j=0, \cdots ,m_n-2. Ornstein's original example used :\Omega=\left(\mathbb/2\mathbb\right)\times \left(\mathbb/3\mathbb\right)\times \left(\mathbb/4\mathbb\right)\times \cdots


See also

* Iterated function system *
Refinable function In mathematics, in the area of wavelet analysis, a refinable function is a function which fulfils some kind of self-similarity. A function \varphi is called refinable with respect to the mask h if :\varphi(x)=2\cdot\sum_^ h_k\cdot\varphi(2\cdot x-k ...
*
Modular group In mathematics, the modular group is the projective special linear group of matrices with integer coefficients and determinant 1. The matrices and are identified. The modular group acts on the upper-half of the complex plane by fractional l ...
*
Fuchsian group In mathematics, a Fuchsian group is a discrete subgroup of PSL(2,R). The group PSL(2,R) can be regarded equivalently as a group of isometries of the hyperbolic plane, or conformal transformations of the unit disc, or conformal transformations of t ...


References


Further reading

* Georges de Rham, ''On Some Curves Defined by Functional Equations'' (1957), reprinted in ''Classics on Fractals'', ed. Gerald A. Edgar (Addison-Wesley, 1993), pp. 285–298. * Georges de Rham, ''Sur quelques courbes definies par des equations fonctionnelles''. Univ. e Politec. Torino. Rend. Sem. Mat., 1957, 16, 101 –113 * Linas Vepstas,
A Gallery of de Rham curves
', (2006). * Linas Vepstas,
Symmetries of Period-Doubling Maps
', (2006). ''(A general exploration of the modular group symmetry in fractal curves.)'' {{Fractals