Log-polar coordinates
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In
mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, log-polar coordinates (or logarithmic polar coordinates) is a
coordinate system In geometry, a coordinate system is a system that uses one or more numbers, or coordinates, to uniquely determine and standardize the position of the points or other geometric elements on a manifold such as Euclidean space. The coordinates are ...
in two dimensions, where a point is identified by two numbers, one for the
logarithm In mathematics, the logarithm of a number is the exponent by which another fixed value, the base, must be raised to produce that number. For example, the logarithm of to base is , because is to the rd power: . More generally, if , the ...
of the distance to a certain point, and one for an
angle In Euclidean geometry, an angle can refer to a number of concepts relating to the intersection of two straight Line (geometry), lines at a Point (geometry), point. Formally, an angle is a figure lying in a Euclidean plane, plane formed by two R ...
. Log-polar coordinates are closely connected to
polar coordinates In mathematics, the polar coordinate system specifies a given point (mathematics), point in a plane (mathematics), plane by using a distance and an angle as its two coordinate system, coordinates. These are *the point's distance from a reference ...
, which are usually used to describe domains in the plane with some sort of
rotational symmetry Rotational symmetry, also known as radial symmetry in geometry, is the property a shape (geometry), shape has when it looks the same after some rotation (mathematics), rotation by a partial turn (angle), turn. An object's degree of rotational s ...
. In areas like
harmonic In physics, acoustics, and telecommunications, a harmonic is a sinusoidal wave with a frequency that is a positive integer multiple of the ''fundamental frequency'' of a periodic signal. The fundamental frequency is also called the ''1st har ...
and
complex analysis Complex analysis, traditionally known as the theory of functions of a complex variable, is the branch of mathematical analysis that investigates functions of complex numbers. It is helpful in many branches of mathematics, including algebraic ...
, the log-polar coordinates are more canonical than polar coordinates.


Definition and coordinate transformations

''Log-polar coordinates'' in the plane consist of a pair of real numbers (ρ,θ), where ρ is the logarithm of the distance between a given point and the origin and θ is the angle between a line of reference (the ''x''-axis) and the line through the origin and the point. The angular coordinate is the same as for polar coordinates, while the radial coordinate is transformed according to the rule : r = e^\rho. Where r is the distance to the origin. The formulas for transformation from
Cartesian coordinates In geometry, a Cartesian coordinate system (, ) in a plane is a coordinate system that specifies each point uniquely by a pair of real numbers called ''coordinates'', which are the signed distances to the point from two fixed perpendicular o ...
to log-polar coordinates are given by :\begin \rho = \ln\left(\sqrt\right), \\ \theta = \operatorname(y,\, x). \end and the formulas for transformation from log-polar to Cartesian coordinates are :\beginx = e^\cos\theta, \\ y = e^\sin\theta.\end By using complex numbers (''x'', ''y'') = ''x'' + ''iy'', the latter transformation can be written as : x + iy = e^ i.e. the complex exponential function. From this follows that basic equations in harmonic and complex analysis will have the same simple form as in Cartesian coordinates. This is not the case for polar coordinates.


Some important equations in log-polar coordinates


Laplace's equation

Laplace's equation In mathematics and physics, Laplace's equation is a second-order partial differential equation named after Pierre-Simon Laplace, who first studied its properties in 1786. This is often written as \nabla^2\! f = 0 or \Delta f = 0, where \Delt ...
in two dimensions is given by : \frac + \frac = 0 in Cartesian coordinates. Writing the same equation in polar coordinates gives the more complicated equation : r\frac\left(r\frac\right) + \frac = 0 or equivalently : \left(r\frac\right)^2 u + \frac = 0 However, from the relation r = e^\rho it follows that r\frac = \frac so Laplace's equation in log-polar coordinates, : \frac + \frac = 0 has the same simple expression as in Cartesian coordinates. This is true for all coordinate systems where the transformation to Cartesian coordinates is given by a
conformal mapping In mathematics, a conformal map is a function that locally preserves angles, but not necessarily lengths. More formally, let U and V be open subsets of \mathbb^n. A function f:U\to V is called conformal (or angle-preserving) at a point u_0\i ...
. Thus, when considering Laplace's equation for a part of the plane with rotational symmetry, e.g. a circular disk, log-polar coordinates is the natural choice.


Cauchy–Riemann equations

A similar situation arises when considering analytical functions. An analytical function f(x,y) = u(x,y) + iv(x,y) written in Cartesian coordinates satisfies the Cauchy–Riemann equations: : \frac = \frac,\ \ \ \ \ \ \frac = -\frac If the function instead is expressed in polar form f(re^)=Re^, the Cauchy–Riemann equations take the more complicated form : r\frac = \frac,\ \ \ \ \ \ \frac = -r\frac, Just as in the case with Laplace's equation, the simple form of Cartesian coordinates is recovered by changing polar into log-polar coordinates (let P = \log R ): : \frac = \frac,\ \ \ \ \ \ \frac = -\frac The Cauchy–Riemann equations can also be written in one single equation as : \left(\frac + i\frac\right)f(x+iy) = 0 By expressing \frac and \frac in terms of \frac and \frac this equation can be written in the equivalent form : \left(\frac + i\frac\right)f(e^) = 0


Euler's equation

When one wants to solve the Dirichlet problem in a domain with rotational symmetry, the usual thing to do is to use the method of separation of variables for partial differential equations for Laplace's equation in polar form. This means that you write u(r,\theta)=R(r)\Theta(\theta). Laplace's equation is then separated into two ordinary differential equations :\begin \Theta''(\theta) + \nu^2\Theta(\theta) = 0\\ r^2R''(r) + rR'(r)-\nu^2 R(r) = 0 \end where \nu is a constant. The first of these has constant coefficients and is easily solved. The second is a special case of Euler's equation : r^2R''(r) + c rR'(r) + d R(r) = 0 where c, d are constants. This equation is usually solved by the ansatz R(r) = r^, but through use of log-polar radius, it can be changed into an equation with constant coefficients: : P''(\rho) + (c-1) P'(\rho) + d P(\rho) = 0 When considering Laplace's equation, c = 1 and d = -\nu^2 so the equation for r takes the simple form : P''(\rho) - \nu^2 P(\rho) = 0 When solving the Dirichlet problem in Cartesian coordinates, these are exactly the equations for x and y. Thus, once again the natural choice for a domain with rotational symmetry is not polar, but rather log-polar, coordinates.


Discrete geometry

In order to solve a PDE numerically in a domain, a discrete coordinate system must be introduced in this domain. If the domain has rotational symmetry and you want a grid consisting of rectangles, polar coordinates are a poor choice, since in the center of the circle it gives rise to triangles rather than rectangles. However, this can be remedied by introducing log-polar coordinates in the following way. Divide the plane into a grid of squares with side length 2\pi/''n'', where ''n'' is a positive integer. Use the complex exponential function to create a log-polar grid in the plane. The left half-plane is then mapped onto the unit disc, with the number of radii equal to ''n''. It can be even more advantageous to instead map the diagonals in these squares, which gives a discrete coordinate system in the unit disc consisting of spirals, see the figure to the right.


Dirichlet-to-Neumann operator

The latter coordinate system is for instance suitable for dealing with Dirichlet and Neumann problems. If the discrete coordinate system is interpreted as an undirected graph in the unit disc, it can be considered as a model for an electrical network. To every line segment in the graph is associated a conductance given by a function \gamma . The electrical network will then serve as a discrete model for the Dirichlet problem in the unit disc, where the Laplace equation takes the form of Kirchhoff's law. On the nodes on the boundary of the circle, an electrical potential (Dirichlet data) is defined, which induces an electric current (Neumann data) through the boundary nodes. The linear operator \Lambda_\gamma from Dirichlet data to Neumann data is called a Dirichlet-to-Neumann operator, and depends on the topology and conductance of the network. In the case with the continuous disc, it follows that if the conductance is homogeneous, let's say \gamma = 1 everywhere, then the Dirichlet-to-Neumann operator satisfies the following equation : \Lambda_\gamma^2 + \frac = 0


Image analysis

Already at the end of the 1970s, applications for the discrete spiral coordinate system were given in image analysis (
image registration Image registration is the process of transforming different sets of data into one coordinate system. Data may be multiple photographs, data from different sensors, times, depths, or viewpoints. It is used in computer vision, medical imaging, mil ...
). To represent an image in this coordinate system rather than in Cartesian coordinates, gives computational advantages when rotating or zooming in an image. Also, the photo receptors in the retina in the human eye are distributed in a way that has big similarities with the spiral coordinate system. It can also be found in the Mandelbrot fractal (see picture to the right). Log-polar coordinates can also be used to construct fast methods for the Radon transform and its inverse.Andersson, Fredrik, ''Fast Inversion of the Radon Transform Using Log-polar Coordinates and Partial Back-Projections'', SIAM J. Appl. Math. 65, 818–837 (2005).


See also

*
Polar coordinates In mathematics, the polar coordinate system specifies a given point (mathematics), point in a plane (mathematics), plane by using a distance and an angle as its two coordinate system, coordinates. These are *the point's distance from a reference ...
*
Cartesian coordinates In geometry, a Cartesian coordinate system (, ) in a plane is a coordinate system that specifies each point uniquely by a pair of real numbers called ''coordinates'', which are the signed distances to the point from two fixed perpendicular o ...
*
Cylindrical coordinates A cylinder () has traditionally been a three-dimensional solid, one of the most basic of curvilinear geometric shapes. In elementary geometry, it is considered a prism with a circle as its base. A cylinder may also be defined as an infinite ...
*
Spherical coordinates In mathematics, a spherical coordinate system specifies a given point in three-dimensional space by using a distance and two angles as its three coordinates. These are * the radial distance along the line connecting the point to a fixed point ...
* log-polar mapping in
Retinotopy Retinotopy () is the mapping of visual input from the retina to neurons, particularly those neurons within the visual stream. For clarity, 'retinotopy' can be replaced with 'retinal mapping', and 'retinotopic' with 'retinally mapped'. Visual f ...


References


External links


Non-Newtonian calculus website
{{Orthogonal coordinate systems Coordinate systems Non-Newtonian calculus