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Wave equation



 
 
The wave equation is an important second-order linear partial differential equation
Partial differential equation

In mathematics, partial differential equations are a type of differential equation, i.e., a Relation involving an unknown Function of several independent variables and its partial derivatives with respect to those variables....
 that describes the propagation of a variety of wave
Wave

A wave is a disturbance that propagates through space and time, usually with transference of energy. While a mechanical wave exists in a medium , waves of electromagnetic radiation can travel through vacuum, that is, without a medium....
s, such as sound
Sound

Sound is vibration transmitted through a solid, liquid, or gas, composed of frequencies within the range of hearing and of a threshold of hearing to be heard, or the sensation stimulated in organs of hearing by such vibrations....
 waves, light
Light

Light, or visible light, is electromagnetic radiation of a wavelength that is Visible spectrum to the human eye , or up to 380?750 nm. In the broader field of physics, light is sometimes used to refer to electromagnetic radiation of all wavelengths, whether visible or not....
 waves and water
Water

Water is a common chemical substance that is essential for the survival of all known forms of life. In typical usage, water refers only to its liquid form or States of matter, but the substance also has a solid state, ice, and a gaseous state, water vapor or steam....
 waves. It arises in fields such as acoustics
Acoustics

Acoustics is the interdisciplinary science that deals with the study of sound, ultrasound and infrasound . A scientist who works in the field of acoustics is an acoustician....
, electromagnetics
Electromagnetism

Electromagnetism is the physics of the electromagnetic field, a field which exerts a force on Elementary particles with the property of electric charge and which is reciprocally affected by the presence and motion of such particles....
, and fluid dynamics
Fluid dynamics

In physics, fluid dynamics is the sub-discipline of fluid mechanics dealing with fluid flow — the natural science of fluids in motion....
. Historically, the problem of a vibrating string such as that of a musical instrument
Musical instrument

A musical instrument is an object constructed or used for the purpose of making music. In principle, anything that produces sound can serve as a musical instrument....
 was studied by Jean le Rond d'Alembert
Jean le Rond d'Alembert

Jean le Rond d'Alembert was a France mathematician, mechanics, physicist and philosopher. He was also co-editor with Denis Diderot of the Encyclop?die....
, Leonhard Euler
Leonhard Euler

Leonhard Paul Euler was a pioneering Swiss mathematician and physicist who spent most of his life in Russia and Germany.Euler made important discoveries in fields as diverse as calculus and graph theory....
, Daniel Bernoulli
Daniel Bernoulli

Daniel Bernoulli was a Netherlands-Switzerland mathematician and was one of the many prominent mathematicians in the Bernoulli family. He is particularly remembered for his applications of mathematics to mechanics, especially fluid mechanics, and for his pioneering work in probability and statistics....
, and Joseph-Louis Lagrange.
wave equation is the prototypical example of a hyperbolic partial differential equation
Hyperbolic partial differential equation

In mathematics, a hyperbolic partial differential equation is usually a second-order partial differential equation of the formwith.This definition is analogous to the definition of a planar Hyperbola#Quadratic_equation....
.






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The wave equation is an important second-order linear partial differential equation
Partial differential equation

In mathematics, partial differential equations are a type of differential equation, i.e., a Relation involving an unknown Function of several independent variables and its partial derivatives with respect to those variables....
 that describes the propagation of a variety of wave
Wave

A wave is a disturbance that propagates through space and time, usually with transference of energy. While a mechanical wave exists in a medium , waves of electromagnetic radiation can travel through vacuum, that is, without a medium....
s, such as sound
Sound

Sound is vibration transmitted through a solid, liquid, or gas, composed of frequencies within the range of hearing and of a threshold of hearing to be heard, or the sensation stimulated in organs of hearing by such vibrations....
 waves, light
Light

Light, or visible light, is electromagnetic radiation of a wavelength that is Visible spectrum to the human eye , or up to 380?750 nm. In the broader field of physics, light is sometimes used to refer to electromagnetic radiation of all wavelengths, whether visible or not....
 waves and water
Water

Water is a common chemical substance that is essential for the survival of all known forms of life. In typical usage, water refers only to its liquid form or States of matter, but the substance also has a solid state, ice, and a gaseous state, water vapor or steam....
 waves. It arises in fields such as acoustics
Acoustics

Acoustics is the interdisciplinary science that deals with the study of sound, ultrasound and infrasound . A scientist who works in the field of acoustics is an acoustician....
, electromagnetics
Electromagnetism

Electromagnetism is the physics of the electromagnetic field, a field which exerts a force on Elementary particles with the property of electric charge and which is reciprocally affected by the presence and motion of such particles....
, and fluid dynamics
Fluid dynamics

In physics, fluid dynamics is the sub-discipline of fluid mechanics dealing with fluid flow — the natural science of fluids in motion....
. Historically, the problem of a vibrating string such as that of a musical instrument
Musical instrument

A musical instrument is an object constructed or used for the purpose of making music. In principle, anything that produces sound can serve as a musical instrument....
 was studied by Jean le Rond d'Alembert
Jean le Rond d'Alembert

Jean le Rond d'Alembert was a France mathematician, mechanics, physicist and philosopher. He was also co-editor with Denis Diderot of the Encyclop?die....
, Leonhard Euler
Leonhard Euler

Leonhard Paul Euler was a pioneering Swiss mathematician and physicist who spent most of his life in Russia and Germany.Euler made important discoveries in fields as diverse as calculus and graph theory....
, Daniel Bernoulli
Daniel Bernoulli

Daniel Bernoulli was a Netherlands-Switzerland mathematician and was one of the many prominent mathematicians in the Bernoulli family. He is particularly remembered for his applications of mathematics to mechanics, especially fluid mechanics, and for his pioneering work in probability and statistics....
, and Joseph-Louis Lagrange.

Introduction

The wave equation is the prototypical example of a hyperbolic partial differential equation
Hyperbolic partial differential equation

In mathematics, a hyperbolic partial differential equation is usually a second-order partial differential equation of the formwith.This definition is analogous to the definition of a planar Hyperbola#Quadratic_equation....
. In its simplest form, the wave equation refers to a scalar
Scalar (mathematics)

In linear algebra, real numbers are called scalars and relate to vectors in a vector space through the operation of scalar multiplication, in which a vector can be multiplied by a number to produce another vector....
 function u that satisfies:

where is the Laplacian
Laplace operator

In mathematics and physics, the Laplace operator or Laplacian, denoted by   or   and named after Pierre-Simon de Laplace, is a differential operator, specifically an important case of an elliptic operator, with many applications....
 and where c is a fixed constant equal to the propagation speed of the wave. For a sound wave in air at 20°C this constant is about 343 m/s (see speed of sound
Speed of sound

Sound is a vibration that travels through an elasticity medium as a wave. The speed of sound describes how much distance such a wave travels in a certain amount of time....
). For the vibration of a string
Vibrating string

A vibration in a strings is a wave. Usually a vibrating string produces a sound whose frequency in most cases is constant. Therefore, since frequency characterizes the Pitch_, the sound produced is a constant note....
 the speed can vary widely, depending upon the linear density of the string and the tension on it. For a spiral spring (a slinky
Slinky

Slinky is a helix-shaped toy that can travel down stairs end-over-end as it stretches and re-forms itself with the aid of gravity and its own momentum....
) it can be as slow as a meter per second. More realistic differential equations for waves allow for the speed of wave propagation to vary with the frequency of the wave, a phenomenon known as dispersion
Dispersion

Dispersion can refer to:...
. In such a case, c must be replaced by the phase velocity
Phase velocity

The phase velocity of a wave is the rate at which the phase of the wave propagates in space. This is the speed at which the phase of any one frequency component of the wave travels....
: Another common correction in realistic systems is that the speed can also depend on the amplitude of the wave, leading to a nonlinear wave equation:

Also note that a wave may be superimposed onto another movement (for instance sound propagation in a moving medium like a gas flow). In that case the scalar u will contain a Mach factor
Mach number

Mach number is the speed of an object moving through air, or any fluid substance, divided by the speed of sound as it is in that substance. It is commonly used to represent an object's speed, when it is travelling at the speed of sound....
 (which is positive for the wave moving along the flow and negative for the reflected wave).

The elastic wave equation in three dimensions describes the propagation of waves in an isotropic homogeneous elastic medium. Most solid materials are elastic, so this equation describes such phenomena as seismic waves in the Earth
Earth

Earth is the third planet from the Sun. Earth is the largest of the terrestrial planets in the Solar System in diameter, mass and density. It is also referred to as the World and Wiktionary:Terra.Note that by International Astronomical Union convention, the term "Terra" is used for naming extensive land masses, rather...
 and ultrasonic waves used to detect flaws in materials. While linear, this equation has a more complex form than the equations given above, as it must account for both longitudinal and transverse motion:

where:

  • and are the so-called Lamé parameters
    Lamé parameters

    In linear elasticity, the Lam? parameters are the two parameters* ?, also called Lam?'s first parameter.* ?, the shear modulus or Lam?'s second parameter....
     describing the elastic properties of the medium,
  • is density,
  • is the source function (driving force),
  • and is displacement.
Note that in this equation, both force and displacement are vector quantities. Thus, this equation is sometimes known as the vector wave equation.

Variations of the wave equation are also found in quantum mechanics
Quantum mechanics

Quantum mechanics is a set of principles underlying the most fundamental known description of all physical systems at the microscopic scale . Notable amongst these principles are both a dual wave-like and particle-like behavior of matter and radiation, and prediction of probabilities in situations where classical physics predicts certaintie...
 and general relativity
General relativity

General relativity or the general theory of relativity is the Geometry Theoretical physics of gravitation published by Albert Einstein in 1916....
.

Scalar wave equation in one space dimension


Derivation of the wave equation


From Hooke's law

The wave equation in the one dimensional case can be derived from Hooke's law
Hooke's law

In mechanics, and physics, Hooke's law of theory of elasticity is an approximation that states that the extension of a spring is in direct proportion with the load added to it as long as this load does not exceed the elastic limit....
 in the following way: Imagine an array of little weights of mass m interconnected with massless springs of length h . The springs have a stiffness
Stiffness

Stiffness is the resistance of an Elasticity body to deformation by an applied force. It is an intensive and extensive properties....
 of k:
Array of Masses
Here u(x) measures the distance from the equilibrium of the mass situated at x. The forces exerted on the mass at the location are:

The equation of motion for the weight at the location x+h is given by equating these two forces:

where the time-dependence of u(x) has been made explicit.

If the array of weights consists of N weights spaced evenly over the length L = N h of total mass M = N m, and the total stiffness
Stiffness

Stiffness is the resistance of an Elasticity body to deformation by an applied force. It is an intensive and extensive properties....
 of the array K = k/N we can write the above equation as:

Taking the limit (and assuming smoothness) one gets:

(KL2)/M is the square of the propagation speed in this particular case.

From the generic scalar transport equation

Starting with the generic scalar transport equation
Generic scalar transport equation

The generic scalar transport equation is a general partial differential equation that describes transport phenomena such as heat transfer, mass transfer, fluid dynamics , etc....
 without diffusion,

,

we differentiate with respect to to get

.

Assuming that and are constant, we may write

.

Substituting for the time derivative of we get

,

which results in the wave equation,

,

where is the speed of propagation of the scalar which, in general, is a function of time and position.

General solution


The one dimensional wave equation is unusual for a partial differential equation
Partial differential equation

In mathematics, partial differential equations are a type of differential equation, i.e., a Relation involving an unknown Function of several independent variables and its partial derivatives with respect to those variables....
 in that a very simple general solution may be found. Defining new variables:

changes the wave equation into

which leads to the general solution

In other words, solutions of the 1D wave equation are sums of a left traveling function and a right traveling function . "Traveling" means that the shape of these individual arbitrary functions with respect to stays constant, however the functions are translated left and right with time at the speed . This was derived by Jean le Rond d'Alembert
Jean le Rond d'Alembert

Jean le Rond d'Alembert was a France mathematician, mechanics, physicist and philosopher. He was also co-editor with Denis Diderot of the Encyclop?die....
.

Another way to arrive at this result is to note that the wave equation may be "factored":



These last two equations are advection equations, one left traveling and one right, both with constant speed .

Solution of the initial value problem


For an initial value problem, the arbitrary functions and can be determined to satisfy initial conditions:

The result is d'Alembert's formula
D'Alembert's formula

In mathematics, and specifically partial differential equations, d?Alembert's formula is the general solution to the one-dimensional wave equation:for ....
:

In the classical sense if and then . However, the waveforms F and G may also be generalized functions, such as the delta-function. In that case, the solution may be interpreted as an impulse that travels to the right or the left.

The basic wave equation is a linear differential equation
Linear differential equation

In mathematics, a linear differential equation is a differential equation of the formwhere the differential operator L is a linear operator, y is the unknown function, and the right hand side ƒ is a given function ....
 which means that the amplitude of two waves interacting is simply the sum of the waves. This means also that a behavior of a wave can be analyzed by breaking up the wave into components. The Fourier transform
Fourier transform

In mathematics, Fourier analysis is a subject area which grew out of the study of Fourier series. The subject began with trying to understand when it was possible to represent general functions by sums of simpler trigonometric functions....
 breaks up a wave into sinusoidal components and is useful for analyzing the wave equation..

Scalar wave equation in three space dimensions

The solution of the initial-value problem for the wave equation in three space dimensions can be obtained from the solution for a spherical wave. This result can then be used to obtain the solution in two space dimensions.

Spherical waves

The wave equation is unchanged under rotations of the spatial coordinates, and therefore one may expect to find solutions that depend only on the radial distance from a given point. Such solutions must satisfy

This equation may be rewritten as

the quantity ru satisfies the one-dimensional wave equation. Therefore there are solutions in the form

where F and G are arbitrary functions. Each term may be interpreted as a spherical wave that expands or contracts with velocity c. Such waves are generated by a point source
Point source

A point source is a localised relatively-small source of something.Point source may also refer to:*Point source , a localised source of pollution...
, and they make possible sharp signals whose form is altered only by a decrease in amplitude as r increases (see an illustration of a spherical wave on the top right). Such waves exist only in cases of space with odd dimensions. Fortunately, we live in a world that has three space dimensions, so that we can communicate clearly with acoustic and electromagnetic waves.

Solution of a general initial-value problem

The wave equation is linear in u and it is left unaltered by translations in space and time. Therefore we can generate a great variety of solutions by translating and summing spherical waves. Let f(?,?,?) be an arbitrary function of three independent variables, and let the spherical wave form F be a delta-function: that is, let F be a weak limit of continuous functions whose integral is unity, but whose support (the region where the function is non-zero) shrinks to the origin. Let a family of spherical waves have center at (?,?,?), and let r be the radial distance from that point. Thus

If u is a superposition of such waves with weighting function f, then

the denominator 4pc is a convenience.

From the definition of the delta-function, u may also be written as

where a, ß, and ? are coordinates on the unit sphere S, and ? is the area element on S. This result has the interpretation that u(t,x) is t times the mean value of f on a sphere of radius ct centered at x:

It follows that

The mean value is an even function of t, and hence if

then

These formulas provide the solution for the initial-value problem for the wave equation. They show that the solution at a given point P, given (t,x,y,z) depends only on the data on the sphere of radius ct that is intersected by the light cone drawn backwards from P. It does not depend upon data on the interior of this sphere. Thus the interior of the sphere is a lacuna
Petrovsky lacuna

In mathematics, a Petrovsky lacuna, named for the Russian mathematician I. G. Petrovsky, is a region where the fundamental solution of a linear hyperbolic partial differential equation vanishes....
 for the solution. This phenomenon is called Huygens' principle. It is true for odd numbers of space dimension, where for one dimension the integration is performed over the boundary of an interval w.r.t. the Dirac measure. It is not satisfied in even space dimensions. The phenomenon of lacunas has been extensively investigated in Atiyah
Michael Atiyah

Sir Michael Francis Atiyah, Order of Merit , Fellow of the Royal Society, Fellow of the Royal Society of Edinburgh is a United Kingdom mathematician, and one of the most influential mathematicians of the twentieth century....
, Bott
Raoul Bott

Raoul Bott, Fellow of the Royal Society was a mathematician known for numerous basic contributions to geometry in its broad sense.He was born in Budapest, grew up in Slovakia, but spent his working life in the United States....
 and Gårding
Lars Gårding

Lars G?rding is a Sweden mathematician. He has made notable contributions to the study of partial differential operators. He is a professor emeritus of mathematics at Lund University in Sweden....
 (1970, 1973).

Scalar wave equation in two space dimensions

In two space dimensions, the wave equation is

We can use the three-dimensional theory to solve this problem if we regard u as a function in three dimensions that is independent of the third dimension. If

then the three-dimensional solution formula becomes

where a and ß are the first two coordinates on the unit sphere, and d? is the area element on the sphere. This integral may be rewritten as an integral over the disc D with center (x,y) and radius ct:

It is apparent that the solution at (t,x,y) depends not only on the data on the light cone where

but also on data that are interior to that cone.

Problems with boundaries


One space dimension

A flexible string that is stretched between two points x=0 and x=L satisfies the wave equation for t>0 and 0 < x < L. On the boundary points, u may satisfy a variety of boundary conditions. A general form that is appropriate for applications is

where a and b are non-negative. The case where u is required to vanish at an endpoint is the limit of this condition when the respective a or b approaches infinity. The method of separation of variables
Separation of variables

In mathematics, separation of variables is any of several methods for solving ordinary and partial differential equations, in which algebra allows one to rewrite an equation so that each of two variables occurs on a different side of the equation....
 consists in looking for solutions of this problem in the special form

A consequence is that

The eigenvalue ? must be determined so that there is a non-trivial solution of the boundary-value problem

This is a special case of the general problem of Sturm-Liouville theory
Sturm-Liouville theory

In mathematics and its applications, a classical Sturm?Liouville equation, named after Jacques Charles Fran?ois Sturm and Joseph Liouville , is a real second-order linear differential equation of the form...
. If a and b are positive, the eigenvalues are all positive, and the solutions are trigonometric functions. A solution that satisfies square-integrable initial conditions for u and ut can be obtained from expansion of these functions in the appropriate trigonometric series.

Several space dimensions

The one-dimensional initial-boundary value theory may be extended to an arbitrary number of space dimensions. Consider a domain D in m-dimensional x space, with boundary B. Then the wave equation is to be satisfied if x is in D and . On the boundary of D, the solution u shall satisfy

where n is the unit outward normal to B, and a is a non-negative function defined on B. The case where u vanishes on B is a limiting case for a approaching infinity. The initial conditions are

where f and g are defined in D. This problem may be solved by expanding f and g in the eigenfunctions of the Laplacian in D, which satisfy the boundary conditions. Thus the eigenfunction v satisfies

in D, and

on B.

In the case of two space dimensions, the eigenfunctions may be interpreted as the modes of vibration of a drumhead stretched over the boundary B. If B is a circle, then these eigenfunctions have an angular component that is a trigonometric function of the polar angle ?, multiplied by a Bessel function
Bessel function

In mathematics, Bessel functions, first defined by the mathematician Daniel Bernoulli and generalized by Friedrich Bessel, are Canonical#Mathematics solutions y of Bessel's differential equation:...
 (of integer order) of the radial component. Further details are in Helmholtz equation
Helmholtz equation

The Helmholtz equation, named for Hermann von Helmholtz, is the elliptic partial differential equationwhere ∇2 is the Laplace operator, k is the wavenumber, and A is the amplitude....
.

If the boundary is a sphere in three space dimensions, the angular components of the eigenfunctions are spherical harmonics
Spherical harmonics

In mathematics, the spherical harmonics are the angular portion of an orthogonal set of solutions to Laplace's equation represented in a system of spherical coordinates....
, and the radial components are Bessel function
Bessel function

In mathematics, Bessel functions, first defined by the mathematician Daniel Bernoulli and generalized by Friedrich Bessel, are Canonical#Mathematics solutions y of Bessel's differential equation:...
s of half-integer order.

Inhomogenous wave equation in one dimension


The inhomogenous wave equation in one dimension is the following:

with initial conditions given by

The function is often called the source function because in practice it describes the effects of the sources of waves on the medium carrying them. Physical examples of source functions include the force driving a wave on a string, or the charge or current density in the Lorenz gauge of electromagnetism
Electromagnetism

Electromagnetism is the physics of the electromagnetic field, a field which exerts a force on Elementary particles with the property of electric charge and which is reciprocally affected by the presence and motion of such particles....
.

One method to solve the initial value problem (with the initial values as posed above) is to take advantage of the property of the wave equation that its solutions obey causality. That is, for any point , the value of depends only on the values of and and the values of the function between and . This can be seen in d'Alembert's formula
D'Alembert's formula

In mathematics, and specifically partial differential equations, d?Alembert's formula is the general solution to the one-dimensional wave equation:for ....
, stated above, where these quantities are the only ones that show up in it. Physically, if the maximum propagation speed is , then no part of the wave that can't propagate to a given point by a given time can affect the amplitude at the same point and time.

In terms of finding a solution, this causality property means that for any given point on the line being considered, the only area that needs to be considered is the area encompassing all the points that could causally affect the point being considered. Denote the area that casually affects point as . Suppose we integrate the nonhomogenous wave equation over this region.

To simplify this greatly, we can use Green's theorem
Green's theorem

In physics and mathematics, Green's theorem gives the relationship between a line integral around a simple closed curve C and a double integral over the plane region D bounded by C....
 to simplify the left side to get the following:

The left side is now the sum of three line integrals along the bounds of the causality region. These turn out to be fairly easy to compute

In the above, the term to be integrated with respect to time disappears because the time interval involved is zero, thus .

For the other two sides of the region, it is worth noting that is a constant, namingly , where the sign is chosen appropriately. Using this, we can get the relation , again choosing the right sign:



And similarly for the final boundary segment:



Adding the three results together and putting them back in the original integral:

In the last equation of the sequence, the bounds of the integral over the source function have been made explicit. Looking at this solution, which is valid for all choices compatible with the wave equation, it is clear that the first two terms are simply d'Alembert's formula, as stated above as the solution of the homogenous wave equation in one dimension. The difference is in the third term, the integral over the source.

Other coordinate systems

In three dimensions, the wave equation, when written in elliptic cylindrical coordinates
Elliptic cylindrical coordinates

Elliptic cylindrical coordinates are a three-dimensional orthogonal coordinates coordinate system that results from projecting the two-dimensional elliptic coordinates in the...
, may be solved by separation of variables, leading to the Mathieu differential equation.

See also

  • Acoustic wave equation
    Acoustic wave equation

    In physics, the acoustic wave equation governs the propagation of acoustic waves through a material medium. The form of the equation is a second order partial differential equation....
  • Electromagnetic wave equation
    Electromagnetic wave equation

    The electromagnetic wave equation is a second-order partial differential equation that describes the propagation of electromagnetic waves through a Medium or in a vacuum....
  • Helmholtz equation
    Helmholtz equation

    The Helmholtz equation, named for Hermann von Helmholtz, is the elliptic partial differential equationwhere ∇2 is the Laplace operator, k is the wavenumber, and A is the amplitude....
  • Inhomogeneous electromagnetic wave equation
    Inhomogeneous electromagnetic wave equation

    Localized time-varying charge and current densities can act as sources of electromagnetic waves in a vacuum. Maxwell's equations can be written in the form of a inhomogeneous electromagnetic wave equation with sources....
  • Laplace operator
    Laplace operator

    In mathematics and physics, the Laplace operator or Laplacian, denoted by   or   and named after Pierre-Simon de Laplace, is a differential operator, specifically an important case of an elliptic operator, with many applications....
  • Schrödinger equation
    Schrödinger equation

    In physics, especially quantum mechanics, the Schr?dinger equation is an equation that describes how the quantum state of a physical system changes in time....
  • Standing wave
    Standing wave

    A standing wave, also known as a stationary wave, is a wave that remains in a constant position. This phenomenon can occur because the medium is moving in the opposite direction to the wave, or it can arise in a stationary medium as a result of interference between two waves traveling in opposite directions....
  • Vibrations of a circular drum
    Vibrations of a circular drum

    The vibrations of an idealized circular drum, essentially an elastic membrane of uniform thickness attached to a rigid circular frame, are solutions of the wave equation with Dirichlet boundary conditions....


External links

  • by Stephen Wolfram
    Stephen Wolfram

    Stephen Wolfram is a British physicist, mathematician and businessman known for his work in theoretical particle physics, cosmology, cellular automaton, complexity theory, and computer algebra....
     and Rob Knapp and by Stephen Wolfram
    Stephen Wolfram

    Stephen Wolfram is a British physicist, mathematician and businessman known for his work in theoretical particle physics, cosmology, cellular automaton, complexity theory, and computer algebra....
    , and Wolfram Demonstrations Project
    Wolfram Demonstrations Project

    The Wolfram Demonstrations Project is a website developed by Wolfram Research, whose stated goal is to bring computational exploration to the widest possible audience....
    .
  • Mathematical aspects of wave equations are discussed on the .