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Green's function

In mathematics, a Green's function is the impulse response of an inhomogeneous linear differential operator defined on a domain with specified initial conditions or boundary conditions.

If one knows the solution to a differential equation subject to a point source and the differential operator is linear, then one can superpose them to build the solution for a general source .

This means that if is the linear differential operator, then

  • the Green's function is the solution of the equation , where is Dirac's delta function;
  • the solution of the initial-value problem is the convolution ().

Through the superposition principle, given a linear ordinary differential equation (ODE), , one can first solve , for each s, and realizing that, since the source is a sum of delta functions, the solution is a sum of Green's functions as well, by linearity of L.

Green's functions are named after the British mathematician George Green, who first developed the concept in the 1820s. In the modern study of linear partial differential equations, Green's functions are studied largely from the point of view of fundamental solutions instead.

Under many-body theory, the term is also used in physics, specifically in quantum field theory, aerodynamics, aeroacoustics, electrodynamics, seismology and statistical field theory, to refer to various types of correlation functions, even those that do not fit the mathematical definition. In quantum field theory, Green's functions take the roles of propagators.

Definition and uses edit

A Green's function, G(x,s), of a linear differential operator   acting on distributions over a subset of the Euclidean space  , at a point s, is any solution of

 

 

 

 

 

(1)

where δ is the Dirac delta function. This property of a Green's function can be exploited to solve differential equations of the form

 

 

 

 

 

(2)

If the kernel of L is non-trivial, then the Green's function is not unique. However, in practice, some combination of symmetry, boundary conditions and/or other externally imposed criteria will give a unique Green's function. Green's functions may be categorized, by the type of boundary conditions satisfied, by a Green's function number. Also, Green's functions in general are distributions, not necessarily functions of a real variable.

Green's functions are also useful tools in solving wave equations and diffusion equations. In quantum mechanics, Green's function of the Hamiltonian is a key concept with important links to the concept of density of states.

The Green's function as used in physics is usually defined with the opposite sign, instead. That is,

 
This definition does not significantly change any of the properties of Green's function due to the evenness of the Dirac delta function.

If the operator is translation invariant, that is, when   has constant coefficients with respect to x, then the Green's function can be taken to be a convolution kernel, that is,

 

In this case, Green's function is the same as the impulse response of linear time-invariant system theory.

Motivation edit

Loosely speaking, if such a function G can be found for the operator  , then, if we multiply the equation (1) for the Green's function by f(s), and then integrate with respect to s, we obtain,

 

Because the operator   is linear and acts only on the variable x (and not on the variable of integration s), one may take the operator   outside of the integration, yielding

 
This means that
 

 

 

 

 

(3)

is a solution to the equation  

Thus, one may obtain the function u(x) through knowledge of the Green's function in equation (1) and the source term on the right-hand side in equation (2). This process relies upon the linearity of the operator  .

In other words, the solution of equation (2), u(x), can be determined by the integration given in equation (3). Although f(x) is known, this integration cannot be performed unless G is also known. The problem now lies in finding the Green's function G that satisfies equation (1). For this reason, the Green's function is also sometimes called the fundamental solution associated to the operator  .

Not every operator   admits a Green's function. A Green's function can also be thought of as a right inverse of  . Aside from the difficulties of finding a Green's function for a particular operator, the integral in equation (3) may be quite difficult to evaluate. However the method gives a theoretically exact result.

This can be thought of as an expansion of f according to a Dirac delta function basis (projecting f over  ; and a superposition of the solution on each projection. Such an integral equation is known as a Fredholm integral equation, the study of which constitutes Fredholm theory.

Green's functions for solving inhomogeneous boundary value problems edit

The primary use of Green's functions in mathematics is to solve non-homogeneous boundary value problems. In modern theoretical physics, Green's functions are also usually used as propagators in Feynman diagrams; the term Green's function is often further used for any correlation function.

Framework edit

Let   be the Sturm–Liouville operator, a linear differential operator of the form

 
and let   be the vector-valued boundary conditions operator
 

Let   be a continuous function in   Further suppose that the problem

 
is "regular", i.e., the only solution for   for all x is  .[a]

Theorem edit

There is one and only one solution   that satisfies

 
and it is given by
 
where   is a Green's function satisfying the following conditions:
  1.   is continuous in   and  .
  2. For  ,  .
  3. For  ,  .
  4. Derivative "jump":  .
  5. Symmetry:  .

Advanced and retarded Green's functions edit

Green's function is not necessarily unique since the addition of any solution of the homogeneous equation to one Green's function results in another Green's function. Therefore if the homogeneous equation has nontrivial solutions, multiple Green's functions exist. In some cases, it is possible to find one Green's function that is nonvanishing only for  , which is called a retarded Green's function, and another Green's function that is nonvanishing only for  , which is called an advanced Green's function. In such cases, any linear combination of the two Green's functions is also a valid Green's function. The terminology advanced and retarded is especially useful when the variable x corresponds to time. In such cases, the solution provided by the use of the retarded Green's function depends only on the past sources and is causal whereas the solution provided by the use of the advanced Green's function depends only on the future sources and is acausal. In these problems, it is often the case that the causal solution is the physically important one. The use of advanced and retarded Green's function is especially common for the analysis of solutions of the inhomogeneous electromagnetic wave equation.

Finding Green's functions edit

Units edit

While it does not uniquely fix the form the Green's function will take, performing a dimensional analysis to find the units a Green's function must have is an important sanity check on any Green's function found through other means. A quick examination of the defining equation,

 
shows that the units of   depend not only on the units of   but also on the number and units of the space of which the position vectors   and   are elements. This leads to the relationship:
 
where   is defined as, "the physical units of  ", and   is the volume element of the space (or spacetime).

For example, if   and time is the only variable then:

 
 
 
If  , the d'Alembert operator, and space has 3 dimensions then:
 
 
 

Eigenvalue expansions edit

If a differential operator L admits a set of eigenvectors Ψn(x) (i.e., a set of functions Ψn and scalars λn such that LΨn = λn Ψn ) that is complete, then it is possible to construct a Green's function from these eigenvectors and eigenvalues.

"Complete" means that the set of functions n} satisfies the following completeness relation,

 

Then the following holds,

 

where   represents complex conjugation.

Applying the operator L to each side of this equation results in the completeness relation, which was assumed.

The general study of Green's function written in the above form, and its relationship to the function spaces formed by the eigenvectors, is known as Fredholm theory.

There are several other methods for finding Green's functions, including the method of images, separation of variables, and Laplace transforms.[1]

Combining Green's functions edit

If the differential operator   can be factored as   then the Green's function of   can be constructed from the Green's functions for   and  :

 
The above identity follows immediately from taking   to be the representation of the right operator inverse of  , analogous to how for the invertible linear operator  , defined by  , is represented by its matrix elements  .

A further identity follows for differential operators that are scalar polynomials of the derivative,  . The fundamental theorem of algebra, combined with the fact that   commutes with itself, guarantees that the polynomial can be factored, putting   in the form:

 
where   are the zeros of  . Taking the Fourier transform of   with respect to both   and   gives:
 
The fraction can then be split into a sum using a partial fraction decomposition before Fourier transforming back to   and   space. This process yields identities that relate integrals of Green's functions and sums of the same. For example, if   then one form for its Green's function is:
 
While the example presented is tractable analytically, it illustrates a process that works when the integral is not trivial (for example, when   is the operator in the polynomial).

Table of Green's functions edit

The following table gives an overview of Green's functions of frequently appearing differential operators, where  ,  ,   is the Heaviside step function,   is a Bessel function,   is a modified Bessel function of the first kind, and   is a modified Bessel function of the second kind.[2] Where time (t) appears in the first column, the retarded (causal) Green's function is listed.

Differential operator L Green's function G Example of application
   
   
   
  where       with     1D underdamped harmonic oscillator
  where       with     1D overdamped harmonic oscillator
  where     1D critically damped harmonic oscillator
2D Laplace operator       with     2D Poisson equation
3D Laplace operator       with     Poisson equation
Helmholtz operator        stationary 3D Schrödinger equation for free particle
Divergence operator    
Curl operator    
  in   dimensions   Yukawa potential, Feynman propagator, Screened Poisson equation
    1D wave equation
    2D wave equation
D'Alembert operator     3D wave equation
    1D diffusion
    2D diffusion
    3D diffusion
      with     1D Klein–Gordon equation
      with     2D Klein–Gordon equation
      with     3D Klein–Gordon equation
      with     telegrapher's equation
      with     2D relativistic heat conduction
      with     3D relativistic heat conduction

Green's functions for the Laplacian edit

Green's functions for linear differential operators involving the Laplacian may be readily put to use using the second of Green's identities.

To derive Green's theorem, begin with the divergence theorem (otherwise known as Gauss's theorem),

 

Let   and substitute into Gauss' law.

Compute   and apply the product rule for the ∇ operator,

 

Plugging this into the divergence theorem produces Green's theorem,

 

Suppose that the linear differential operator L is the Laplacian, ∇2, and that there is a Green's function G for the Laplacian. The defining property of the Green's function still holds,

 

Let   in Green's second identity, see Green's identities. Then,

 

Using this expression, it is possible to solve Laplace's equation2φ(x) = 0 or Poisson's equation2φ(x) = −ρ(x), subject to either Neumann or Dirichlet boundary conditions. In other words, we can solve for φ(x) everywhere inside a volume where either (1) the value of φ(x) is specified on the bounding surface of the volume (Dirichlet boundary conditions), or (2) the normal derivative of φ(x) is specified on the bounding surface (Neumann boundary conditions).

Suppose the problem is to solve for φ(x) inside the region. Then the integral

 
reduces to simply φ(x) due to the defining property of the Dirac delta function and we have
 

This form expresses the well-known property of harmonic functions, that if the value or normal derivative is known on a bounding surface, then the value of the function inside the volume is known everywhere.

In electrostatics, φ(x) is interpreted as the electric potential, ρ(x) as electric charge density, and the normal derivative   as the normal component of the electric field.

If the problem is to solve a Dirichlet boundary value problem, the Green's function should be chosen such that G(x,x′) vanishes when either x or x′ is on the bounding surface. Thus only one of the two terms in the surface integral remains. If the problem is to solve a Neumann boundary value problem, it might seem logical to choose Green's function so that its normal derivative vanishes on the bounding surface. However, application of Gauss's theorem to the differential equation defining the Green's function yields

 
meaning the normal derivative of G(x,x′) cannot vanish on the surface, because it must integrate to 1 on the surface.[3]

The simplest form the normal derivative can take is that of a constant, namely 1/S, where S is the surface area of the surface. The surface term in the solution becomes

 
where   is the average value of the potential on the surface. This number is not known in general, but is often unimportant, as the goal is often to obtain the electric field given by the gradient of the potential, rather than the potential itself.

With no boundary conditions, the Green's function for the Laplacian (Green's function for the three-variable Laplace equation) is

 

Supposing that the bounding surface goes out to infinity and plugging in this expression for the Green's function finally yields the standard expression for electric potential in terms of electric charge density as

 

Example edit

Find the Green function for the following problem, whose Green's function number is X11:

 

First step: The Green's function for the linear operator at hand is defined as the solution to

 

 

 

 

 

(Eq. *)

If  , then the delta function gives zero, and the general solution is

 

For  , the boundary condition at   implies

 

if   and  .

For  , the boundary condition at   implies

 

The equation of   is skipped for similar reasons.

To summarize the results thus far:

 

Second step: The next task is to determine   and  .

Ensuring continuity in the Green's function at   implies

 

One can ensure proper discontinuity in the first derivative by integrating the defining differential equation (i.e., Eq. *) from   to   and taking the limit as   goes to zero. Note that we only integrate the second derivative as the remaining term will be continuous by construction.

 

The two (dis)continuity equations can be solved for   and   to obtain

 

So Green's function for this problem is:

 

Further examples edit

  • Let n = 1 and let the subset be all of R. Let L be  . Then, the Heaviside step function H(xx0) is a Green's function of L at x0.
  • Let n = 2 and let the subset be the quarter-plane {(x, y) : x, y ≥ 0} and L be the Laplacian. Also, assume a Dirichlet boundary condition is imposed at x = 0 and a Neumann boundary condition is imposed at y = 0. Then the X10Y20 Green's function is
     
  • Let  , and all three are elements of the real numbers. Then, for any function   with an  -th derivative that is integrable over the interval  :
     
    The Green's function in the above equation,  , is not unique. How is the equation modified if   is added to  , where   satisfies   for all   (for example,   with  )? Also, compare the above equation to the form of a Taylor series centered at  .

See also edit

Footnotes edit

  1. ^ In technical jargon "regular" means that only the trivial solution ( ) exists for the homogeneous problem ( ).

References edit

  1. ^ (Cole 2011)
  2. ^ some examples taken from Schulz, Hermann: Physik mit Bleistift. Frankfurt am Main: Deutsch, 2001. ISBN 3-8171-1661-6 (German)
  3. ^ Jackson, John David (1998-08-14). Classical Electrodynamics. John Wiley & Sons. p. 39.
  • Bayin, S.S. (2006). Mathematical Methods in Science and Engineering. Wiley. Chapters 18 and 19.
  • Eyges, Leonard (1972). The Classical Electromagnetic Field. New York, NY: Dover Publications. ISBN 0-486-63947-9.
    Chapter 5 contains a very readable account of using Green's functions to solve boundary value problems in electrostatics.
  • Polyanin, A.D.; Zaitsev, V.F. (2003). Handbook of Exact Solutions for Ordinary Differential Equations (2nd ed.). Boca Raton, FL: Chapman & Hall/CRC Press. ISBN 1-58488-297-2.
  • Polyanin, A.D. (2002). Handbook of Linear Partial Differential Equations for Engineers and Scientists. Boca Raton, FL: Chapman & Hall/CRC Press. ISBN 1-58488-299-9.
  • Mathews, Jon; Walker, Robert L. (1970). Mathematical methods of physics (2nd ed.). New York: W. A. Benjamin. ISBN 0-8053-7002-1.
  • Folland, G.B. Fourier Analysis and its Applications. Mathematics Series. Wadsworth and Brooks/Cole.
  • Cole, K.D.; Beck, J.V.; Haji-Sheikh, A.; Litkouhi, B. (2011). "Methods for obtaining Green's functions". Heat Conduction Using Green's Functions. Taylor and Francis. pp. 101–148. ISBN 978-1-4398-1354-6.
  • Green, G (1828). An Essay on the Application of Mathematical Analysis to the Theories of Electricity and Magnetism. Nottingham, England: T. Wheelhouse. pages 10-12.
  • Faryad and, M.; Lakhtakia, A. (2018). Infinite-Space Dyadic Green Functions in Electromagnetism. London, UK / San Rafael, CA: IoP Science (UK) / Morgan and Claypool (US). Bibcode:2018idgf.book.....F.
  • V.D. Seremet: ”Handbook of Green's Functions and Matrices”, WIT Press, ISBN 978-1-85312-933-9 (2002).

External links edit

  • "Green function", Encyclopedia of Mathematics, EMS Press, 2001 [1994]
  • Weisstein, Eric W. "Green's Function". MathWorld.
  • Green's function for differential operator at PlanetMath.
  • Green's function at PlanetMath.
  • Green functions and conformal mapping at PlanetMath.
  • Introduction to the Keldysh Nonequilibrium Green Function Technique by A. P. Jauho
  • Green's Function Library
  • Boundary Element Method (for some idea on how Green's functions may be used with the boundary element method for solving potential problems numerically)
  • At Citizendium
  • MIT video lecture on Green's function
  • Bowley, Roger. "George Green & Green's Functions". Sixty Symbols. Brady Haran for the University of Nottingham.

green, function, this, article, about, classical, approach, modern, discussion, fundamental, solution, mathematics, impulse, response, inhomogeneous, linear, differential, operator, defined, domain, with, specified, initial, conditions, boundary, conditions, k. This article is about the classical approach to Green s functions For a modern discussion see fundamental solution In mathematics a Green s function is the impulse response of an inhomogeneous linear differential operator defined on a domain with specified initial conditions or boundary conditions If one knows the solution G x x textstyle G x x to a differential equation subject to a point source L x G x x d x x textstyle hat L x G x x delta x x and the differential operator L x textstyle hat L x is linear then one can superpose them to build the solution u x f x G x x d x textstyle u x int f x G x x dx for a general source L x u x f x textstyle hat L x u x f x This means that if L displaystyle operatorname L is the linear differential operator then the Green s function G displaystyle G is the solution of the equation L G d displaystyle operatorname L G delta where d displaystyle delta is Dirac s delta function the solution of the initial value problem L y f displaystyle operatorname L y f is the convolution G f displaystyle G ast f Through the superposition principle given a linear ordinary differential equation ODE L y f displaystyle operatorname L y f one can first solve L G d s displaystyle operatorname L G delta s for each s and realizing that since the source is a sum of delta functions the solution is a sum of Green s functions as well by linearity of L Green s functions are named after the British mathematician George Green who first developed the concept in the 1820s In the modern study of linear partial differential equations Green s functions are studied largely from the point of view of fundamental solutions instead Under many body theory the term is also used in physics specifically in quantum field theory aerodynamics aeroacoustics electrodynamics seismology and statistical field theory to refer to various types of correlation functions even those that do not fit the mathematical definition In quantum field theory Green s functions take the roles of propagators Contents 1 Definition and uses 2 Motivation 3 Green s functions for solving inhomogeneous boundary value problems 3 1 Framework 3 2 Theorem 3 3 Advanced and retarded Green s functions 4 Finding Green s functions 4 1 Units 4 2 Eigenvalue expansions 4 3 Combining Green s functions 4 4 Table of Green s functions 5 Green s functions for the Laplacian 6 Example 7 Further examples 8 See also 9 Footnotes 10 References 11 External linksDefinition and uses editA Green s function G x s of a linear differential operator L L x displaystyle operatorname L operatorname L x nbsp acting on distributions over a subset of the Euclidean space R n displaystyle mathbb R n nbsp at a point s is any solution of L G x s d s x displaystyle operatorname L G x s delta s x nbsp 1 where d is the Dirac delta function This property of a Green s function can be exploited to solve differential equations of the form L u x f x displaystyle operatorname L u x f x nbsp 2 If the kernel of L is non trivial then the Green s function is not unique However in practice some combination of symmetry boundary conditions and or other externally imposed criteria will give a unique Green s function Green s functions may be categorized by the type of boundary conditions satisfied by a Green s function number Also Green s functions in general are distributions not necessarily functions of a real variable Green s functions are also useful tools in solving wave equations and diffusion equations In quantum mechanics Green s function of the Hamiltonian is a key concept with important links to the concept of density of states The Green s function as used in physics is usually defined with the opposite sign instead That is L G x s d x s displaystyle operatorname L G x s delta x s nbsp This definition does not significantly change any of the properties of Green s function due to the evenness of the Dirac delta function If the operator is translation invariant that is when L displaystyle operatorname L nbsp has constant coefficients with respect to x then the Green s function can be taken to be a convolution kernel that is G x s G x s displaystyle G x s G x s nbsp In this case Green s function is the same as the impulse response of linear time invariant system theory Motivation editSee also Spectral theory Loosely speaking if such a function G can be found for the operator L displaystyle operatorname L nbsp then if we multiply the equation 1 for the Green s function by f s and then integrate with respect to s we obtain L G x s f s d s d x s f s d s f x displaystyle int operatorname L G x s f s ds int delta x s f s ds f x nbsp Because the operator L L x displaystyle operatorname L operatorname L x nbsp is linear and acts only on the variable x and not on the variable of integration s one may take the operator L displaystyle operatorname L nbsp outside of the integration yieldingL G x s f s d s f x displaystyle operatorname L left int G x s f s ds right f x nbsp This means that u x G x s f s d s displaystyle u x int G x s f s ds nbsp 3 is a solution to the equation L u x f x displaystyle operatorname L u x f x nbsp Thus one may obtain the function u x through knowledge of the Green s function in equation 1 and the source term on the right hand side in equation 2 This process relies upon the linearity of the operator L displaystyle operatorname L nbsp In other words the solution of equation 2 u x can be determined by the integration given in equation 3 Although f x is known this integration cannot be performed unless G is also known The problem now lies in finding the Green s function G that satisfies equation 1 For this reason the Green s function is also sometimes called the fundamental solution associated to the operator L displaystyle operatorname L nbsp Not every operator L displaystyle operatorname L nbsp admits a Green s function A Green s function can also be thought of as a right inverse of L displaystyle operatorname L nbsp Aside from the difficulties of finding a Green s function for a particular operator the integral in equation 3 may be quite difficult to evaluate However the method gives a theoretically exact result This can be thought of as an expansion of f according to a Dirac delta function basis projecting f over d x s displaystyle delta x s nbsp and a superposition of the solution on each projection Such an integral equation is known as a Fredholm integral equation the study of which constitutes Fredholm theory See also Volterra integral equationGreen s functions for solving inhomogeneous boundary value problems editThe primary use of Green s functions in mathematics is to solve non homogeneous boundary value problems In modern theoretical physics Green s functions are also usually used as propagators in Feynman diagrams the term Green s function is often further used for any correlation function Framework edit Let L displaystyle operatorname L nbsp be the Sturm Liouville operator a linear differential operator of the formL d d x p x d d x q x displaystyle operatorname L dfrac d dx left p x dfrac d dx right q x nbsp and let D displaystyle vec operatorname D nbsp be the vector valued boundary conditions operator D u a 1 u 0 b 1 u 0 a 2 u ℓ b 2 u ℓ displaystyle vec operatorname D u begin bmatrix alpha 1 u 0 beta 1 u 0 alpha 2 u ell beta 2 u ell end bmatrix nbsp Let f x displaystyle f x nbsp be a continuous function in 0 ℓ displaystyle 0 ell nbsp Further suppose that the problemL u f D u 0 displaystyle begin aligned operatorname L u amp f vec operatorname D u amp vec 0 end aligned nbsp is regular i e the only solution for f x 0 displaystyle f x 0 nbsp for all x is u x 0 displaystyle u x 0 nbsp a Theorem edit There is one and only one solution u x displaystyle u x nbsp that satisfiesL u f D u 0 displaystyle begin aligned operatorname L u amp f vec operatorname D u amp vec 0 end aligned nbsp and it is given by u x 0 ℓ f s G x s d s displaystyle u x int 0 ell f s G x s ds nbsp where G x s displaystyle G x s nbsp is a Green s function satisfying the following conditions G x s displaystyle G x s nbsp is continuous in x displaystyle x nbsp and s displaystyle s nbsp For x s displaystyle x neq s nbsp L G x s 0 displaystyle quad operatorname L G x s 0 nbsp For s 0 displaystyle s neq 0 nbsp D G x s 0 displaystyle quad vec operatorname D G x s vec 0 nbsp Derivative jump G s 0 s G s 0 s 1 p s displaystyle quad G s 0 s G s 0 s 1 p s nbsp Symmetry G x s G s x displaystyle quad G x s G s x nbsp Advanced and retarded Green s functions edit See also Green s function many body theory and propagator Green s function is not necessarily unique since the addition of any solution of the homogeneous equation to one Green s function results in another Green s function Therefore if the homogeneous equation has nontrivial solutions multiple Green s functions exist In some cases it is possible to find one Green s function that is nonvanishing only for s x displaystyle s leq x nbsp which is called a retarded Green s function and another Green s function that is nonvanishing only for s x displaystyle s geq x nbsp which is called an advanced Green s function In such cases any linear combination of the two Green s functions is also a valid Green s function The terminology advanced and retarded is especially useful when the variable x corresponds to time In such cases the solution provided by the use of the retarded Green s function depends only on the past sources and is causal whereas the solution provided by the use of the advanced Green s function depends only on the future sources and is acausal In these problems it is often the case that the causal solution is the physically important one The use of advanced and retarded Green s function is especially common for the analysis of solutions of the inhomogeneous electromagnetic wave equation Finding Green s functions editUnits edit While it does not uniquely fix the form the Green s function will take performing a dimensional analysis to find the units a Green s function must have is an important sanity check on any Green s function found through other means A quick examination of the defining equation L G x s d x s displaystyle LG x s delta x s nbsp shows that the units of G displaystyle G nbsp depend not only on the units of L displaystyle L nbsp but also on the number and units of the space of which the position vectors x displaystyle x nbsp and s displaystyle s nbsp are elements This leads to the relationship G L 1 d x 1 displaystyle G L 1 dx 1 nbsp where G displaystyle G nbsp is defined as the physical units of G displaystyle G nbsp and d x displaystyle dx nbsp is the volume element of the space or spacetime For example if L t 2 displaystyle L partial t 2 nbsp and time is the only variable then L time 2 displaystyle L text time 2 nbsp d x time and displaystyle dx text time text and nbsp G time displaystyle G text time nbsp If L 1 c 2 t 2 2 displaystyle L square frac 1 c 2 partial t 2 nabla 2 nbsp the d Alembert operator and space has 3 dimensions then L length 2 displaystyle L text length 2 nbsp d x time length 3 and displaystyle dx text time text length 3 text and nbsp G time 1 length 1 displaystyle G text time 1 text length 1 nbsp Eigenvalue expansions edit If a differential operator L admits a set of eigenvectors PSn x i e a set of functions PSn and scalars ln such that LPSn ln PSn that is complete then it is possible to construct a Green s function from these eigenvectors and eigenvalues Complete means that the set of functions PSn satisfies the following completeness relation d x x n 0 PS n x PS n x displaystyle delta x x sum n 0 infty Psi n dagger x Psi n x nbsp Then the following holds G x x n 0 PS n x PS n x l n displaystyle G x x sum n 0 infty dfrac Psi n dagger x Psi n x lambda n nbsp where displaystyle dagger nbsp represents complex conjugation Applying the operator L to each side of this equation results in the completeness relation which was assumed The general study of Green s function written in the above form and its relationship to the function spaces formed by the eigenvectors is known as Fredholm theory There are several other methods for finding Green s functions including the method of images separation of variables and Laplace transforms 1 Combining Green s functions edit If the differential operator L displaystyle L nbsp can be factored as L L 1 L 2 displaystyle L L 1 L 2 nbsp then the Green s function of L displaystyle L nbsp can be constructed from the Green s functions for L 1 displaystyle L 1 nbsp and L 2 displaystyle L 2 nbsp G x s G 2 x s 1 G 1 s 1 s d s 1 displaystyle G x s int G 2 x s 1 G 1 s 1 s ds 1 nbsp The above identity follows immediately from taking G x s displaystyle G x s nbsp to be the representation of the right operator inverse of L displaystyle L nbsp analogous to how for the invertible linear operator C displaystyle C nbsp defined by C A B 1 B 1 A 1 displaystyle C AB 1 B 1 A 1 nbsp is represented by its matrix elements C i j displaystyle C i j nbsp A further identity follows for differential operators that are scalar polynomials of the derivative L P N x displaystyle L P N partial x nbsp The fundamental theorem of algebra combined with the fact that x displaystyle partial x nbsp commutes with itself guarantees that the polynomial can be factored putting L displaystyle L nbsp in the form L i 1 N x z i displaystyle L prod i 1 N partial x z i nbsp where z i displaystyle z i nbsp are the zeros of P N z displaystyle P N z nbsp Taking the Fourier transform of L G x s d x s displaystyle LG x s delta x s nbsp with respect to both x displaystyle x nbsp and s displaystyle s nbsp gives G k x k s d k x k s i 1 N i k x z i displaystyle widehat G k x k s frac delta k x k s prod i 1 N ik x z i nbsp The fraction can then be split into a sum using a partial fraction decomposition before Fourier transforming back to x displaystyle x nbsp and s displaystyle s nbsp space This process yields identities that relate integrals of Green s functions and sums of the same For example if L x g x a 2 displaystyle L partial x gamma partial x alpha 2 nbsp then one form for its Green s function is G x s 1 a g 2 8 x s e g x s 1 a g 2 8 x s e a x s 1 g a 8 x s x s e a x s 8 x s 1 x s 1 e a x s 1 8 s 1 s e g s 1 s d s 1 displaystyle begin aligned G x s amp frac 1 alpha gamma 2 Theta x s e gamma x s frac 1 alpha gamma 2 Theta x s e alpha x s frac 1 gamma alpha Theta x s x s e alpha x s 5pt amp int Theta x s 1 x s 1 e alpha x s 1 Theta s 1 s e gamma s 1 s ds 1 end aligned nbsp While the example presented is tractable analytically it illustrates a process that works when the integral is not trivial for example when 2 displaystyle nabla 2 nbsp is the operator in the polynomial Table of Green s functions edit The following table gives an overview of Green s functions of frequently appearing differential operators where r x 2 y 2 z 2 textstyle r sqrt x 2 y 2 z 2 nbsp r x 2 y 2 textstyle rho sqrt x 2 y 2 nbsp 8 t textstyle Theta t nbsp is the Heaviside step function J n z textstyle J nu z nbsp is a Bessel function I n z textstyle I nu z nbsp is a modified Bessel function of the first kind and K n z textstyle K nu z nbsp is a modified Bessel function of the second kind 2 Where time t appears in the first column the retarded causal Green s function is listed Differential operator L Green s function G Example of application t n 1 displaystyle partial t n 1 nbsp t n n 8 t displaystyle frac t n n Theta t nbsp t g displaystyle partial t gamma nbsp 8 t e g t displaystyle Theta t e gamma t nbsp t g 2 displaystyle left partial t gamma right 2 nbsp 8 t t e g t displaystyle Theta t te gamma t nbsp t 2 2 g t w 0 2 displaystyle partial t 2 2 gamma partial t omega 0 2 nbsp where g lt w 0 displaystyle gamma lt omega 0 nbsp 8 t e g t sin w t w displaystyle Theta t e gamma t frac sin omega t omega nbsp with w w 0 2 g 2 displaystyle omega sqrt omega 0 2 gamma 2 nbsp 1D underdamped harmonic oscillator t 2 2 g t w 0 2 displaystyle partial t 2 2 gamma partial t omega 0 2 nbsp where g gt w 0 displaystyle gamma gt omega 0 nbsp 8 t e g t sinh w t w displaystyle Theta t e gamma t frac sinh omega t omega nbsp with w g 2 w 0 2 displaystyle omega sqrt gamma 2 omega 0 2 nbsp 1D overdamped harmonic oscillator t 2 2 g t w 0 2 displaystyle partial t 2 2 gamma partial t omega 0 2 nbsp where g w 0 displaystyle gamma omega 0 nbsp 8 t e g t t displaystyle Theta t e gamma t t nbsp 1D critically damped harmonic oscillator2D Laplace operator 2D 2 x 2 y 2 displaystyle nabla text 2D 2 partial x 2 partial y 2 nbsp 1 2 p ln r displaystyle frac 1 2 pi ln rho nbsp with r x 2 y 2 displaystyle rho sqrt x 2 y 2 nbsp 2D Poisson equation3D Laplace operator 3D 2 x 2 y 2 z 2 displaystyle nabla text 3D 2 partial x 2 partial y 2 partial z 2 nbsp 1 4 p r displaystyle frac 1 4 pi r nbsp with r x 2 y 2 z 2 displaystyle r sqrt x 2 y 2 z 2 nbsp Poisson equationHelmholtz operator 3D 2 k 2 displaystyle nabla text 3D 2 k 2 nbsp e i k r 4 p r i k 32 p r displaystyle frac e ikr 4 pi r i sqrt frac k 32 pi r nbsp H 1 2 2 k r displaystyle H 1 2 2 kr nbsp i k 4 p displaystyle i frac k 4 pi nbsp h 0 2 k r displaystyle h 0 2 kr nbsp stationary 3D Schrodinger equation for free particleDivergence operator v displaystyle nabla cdot v nbsp 1 4 p x x 0 x x 0 3 displaystyle 1 4 pi bf x bf x 0 bf x bf x 0 3 nbsp Curl operator v displaystyle nabla times v nbsp 1 4 p x x 0 x x 0 x x 0 3 displaystyle 1 4 pi bf x bf x 0 times bf x bf x 0 bf x bf x 0 3 nbsp 2 k 2 displaystyle nabla 2 k 2 nbsp in n displaystyle n nbsp dimensions 2 p n 2 k r n 2 1 K n 2 1 k r displaystyle 2 pi n 2 left frac k r right n 2 1 K n 2 1 kr nbsp Yukawa potential Feynman propagator Screened Poisson equation t 2 c 2 x 2 displaystyle partial t 2 c 2 partial x 2 nbsp 1 2 c 8 t x c displaystyle frac 1 2c Theta t x c nbsp 1D wave equation t 2 c 2 2D 2 displaystyle partial t 2 c 2 nabla text 2D 2 nbsp 1 2 p c c 2 t 2 r 2 8 t r c displaystyle frac 1 2 pi c sqrt c 2 t 2 rho 2 Theta t rho c nbsp 2D wave equationD Alembert operator 1 c 2 t 2 3D 2 displaystyle square frac 1 c 2 partial t 2 nabla text 3D 2 nbsp d t r c 4 p r displaystyle frac delta t frac r c 4 pi r nbsp 3D wave equation t k x 2 displaystyle partial t k partial x 2 nbsp 8 t 1 4 p k t 1 2 e x 2 4 k t displaystyle Theta t left frac 1 4 pi kt right 1 2 e x 2 4kt nbsp 1D diffusion t k 2D 2 displaystyle partial t k nabla text 2D 2 nbsp 8 t 1 4 p k t e r 2 4 k t displaystyle Theta t left frac 1 4 pi kt right e rho 2 4kt nbsp 2D diffusion t k 3D 2 displaystyle partial t k nabla text 3D 2 nbsp 8 t 1 4 p k t 3 2 e r 2 4 k t displaystyle Theta t left frac 1 4 pi kt right 3 2 e r 2 4kt nbsp 3D diffusion1 c 2 t 2 x 2 m 2 displaystyle frac 1 c 2 partial t 2 partial x 2 mu 2 nbsp 1 2 1 sin m c t d c t x d c t x m 8 c t x J 0 m u displaystyle frac 1 2 left left 1 sin mu ct right delta ct x delta ct x mu Theta ct x J 0 mu u right nbsp with u c 2 t 2 x 2 displaystyle u sqrt c 2 t 2 x 2 nbsp 1D Klein Gordon equation1 c 2 t 2 2D 2 m 2 displaystyle frac 1 c 2 partial t 2 nabla text 2D 2 mu 2 nbsp 1 4 p 1 cos m c t d c t r r m 2 8 c t r sinc m u displaystyle frac 1 4 pi left 1 cos mu ct frac delta ct rho rho mu 2 Theta ct rho operatorname sinc mu u right nbsp with u c 2 t 2 r 2 displaystyle u sqrt c 2 t 2 rho 2 nbsp 2D Klein Gordon equation m 2 displaystyle square mu 2 nbsp 1 4 p d t r c r m c 8 c t r J 1 m u u displaystyle frac 1 4 pi left frac delta left t frac r c right r mu c Theta ct r frac J 1 left mu u right u right nbsp with u c 2 t 2 r 2 displaystyle u sqrt c 2 t 2 r 2 nbsp 3D Klein Gordon equation t 2 2 g t c 2 x 2 displaystyle partial t 2 2 gamma partial t c 2 partial x 2 nbsp 1 2 e g t d c t x d c t x 8 c t x g c I 0 g u c g t u I 1 g u c displaystyle frac 1 2 e gamma t left delta ct x delta ct x Theta ct x left frac gamma c I 0 left frac gamma u c right frac gamma t u I 1 left frac gamma u c right right right nbsp with u c 2 t 2 x 2 displaystyle u sqrt c 2 t 2 x 2 nbsp telegrapher s equation t 2 2 g t c 2 2D 2 displaystyle partial t 2 2 gamma partial t c 2 nabla text 2D 2 nbsp e g t 4 p 1 e g t 3 g t d c t r r 8 c t r g sinh g u c c u 3 g t cosh g u c u 2 3 c t sinh g u c u 3 displaystyle frac e gamma t 4 pi left 1 e gamma t 3 gamma t frac delta ct rho rho Theta ct rho left frac gamma sinh left frac gamma u c right cu frac 3 gamma t cosh left frac gamma u c right u 2 frac 3ct sinh left frac gamma u c right u 3 right right nbsp with u c 2 t 2 r 2 displaystyle u sqrt c 2 t 2 rho 2 nbsp 2D relativistic heat conduction t 2 2 g t c 2 3D 2 displaystyle partial t 2 2 gamma partial t c 2 nabla text 3D 2 nbsp e g t 20 p 8 3 e g t 2 g t 4 g 2 t 2 d c t r r 2 g 2 c 8 c t r 1 c u I 1 g u c 4 t u 2 I 2 g u c displaystyle frac e gamma t 20 pi left left 8 3e gamma t 2 gamma t 4 gamma 2 t 2 right frac delta ct r r 2 frac gamma 2 c Theta ct r left frac 1 cu I 1 left frac gamma u c right frac 4t u 2 I 2 left frac gamma u c right right right nbsp with u c 2 t 2 r 2 displaystyle u sqrt c 2 t 2 r 2 nbsp 3D relativistic heat conductionGreen s functions for the Laplacian editGreen s functions for linear differential operators involving the Laplacian may be readily put to use using the second of Green s identities To derive Green s theorem begin with the divergence theorem otherwise known as Gauss s theorem V A d V S A d s displaystyle int V nabla cdot vec A dV int S vec A cdot d widehat sigma nbsp Let A f ps ps f displaystyle vec A varphi nabla psi psi nabla varphi nbsp and substitute into Gauss law Compute A displaystyle nabla cdot vec A nbsp and apply the product rule for the operator A f ps ps f f ps f 2 ps f ps ps 2 f f 2 ps ps 2 f displaystyle begin aligned nabla cdot vec A amp nabla cdot varphi nabla psi psi nabla varphi amp nabla varphi cdot nabla psi varphi nabla 2 psi nabla varphi cdot nabla psi psi nabla 2 varphi amp varphi nabla 2 psi psi nabla 2 varphi end aligned nbsp Plugging this into the divergence theorem produces Green s theorem V f 2 ps ps 2 f d V S f ps ps f d s displaystyle int V varphi nabla 2 psi psi nabla 2 varphi dV int S varphi nabla psi psi nabla varphi cdot d widehat sigma nbsp Suppose that the linear differential operator L is the Laplacian 2 and that there is a Green s function G for the Laplacian The defining property of the Green s function still holds L G x x 2 G x x d x x displaystyle LG x x nabla 2 G x x delta x x nbsp Let ps G displaystyle psi G nbsp in Green s second identity see Green s identities Then V f x d x x G x x 2 f x d 3 x S f x G x x G x x f x d s displaystyle int V left varphi x delta x x G x x nabla 2 varphi x right d 3 x int S left varphi x nabla G x x G x x nabla varphi x right cdot d widehat sigma nbsp Using this expression it is possible to solve Laplace s equation 2f x 0 or Poisson s equation 2f x r x subject to either Neumann or Dirichlet boundary conditions In other words we can solve for f x everywhere inside a volume where either 1 the value of f x is specified on the bounding surface of the volume Dirichlet boundary conditions or 2 the normal derivative of f x is specified on the bounding surface Neumann boundary conditions Suppose the problem is to solve for f x inside the region Then the integral V f x d x x d 3 x displaystyle int V varphi x delta x x d 3 x nbsp reduces to simply f x due to the defining property of the Dirac delta function and we have f x V G x x r x d 3 x S f x G x x G x x f x d s displaystyle varphi x int V G x x rho x d 3 x int S left varphi x nabla G x x G x x nabla varphi x right cdot d widehat sigma nbsp This form expresses the well known property of harmonic functions that if the value or normal derivative is known on a bounding surface then the value of the function inside the volume is known everywhere In electrostatics f x is interpreted as the electric potential r x as electric charge density and the normal derivative f x d s displaystyle nabla varphi x cdot d widehat sigma nbsp as the normal component of the electric field If the problem is to solve a Dirichlet boundary value problem the Green s function should be chosen such that G x x vanishes when either x or x is on the bounding surface Thus only one of the two terms in the surface integral remains If the problem is to solve a Neumann boundary value problem it might seem logical to choose Green s function so that its normal derivative vanishes on the bounding surface However application of Gauss s theorem to the differential equation defining the Green s function yields S G x x d s V 2 G x x d 3 x V d x x d 3 x 1 displaystyle int S nabla G x x cdot d widehat sigma int V nabla 2 G x x d 3 x int V delta x x d 3 x 1 nbsp meaning the normal derivative of G x x cannot vanish on the surface because it must integrate to 1 on the surface 3 The simplest form the normal derivative can take is that of a constant namely 1 S where S is the surface area of the surface The surface term in the solution becomes S f x G x x d s f S displaystyle int S varphi x nabla G x x cdot d widehat sigma langle varphi rangle S nbsp where f S displaystyle langle varphi rangle S nbsp is the average value of the potential on the surface This number is not known in general but is often unimportant as the goal is often to obtain the electric field given by the gradient of the potential rather than the potential itself With no boundary conditions the Green s function for the Laplacian Green s function for the three variable Laplace equation isG x x 1 4 p x x displaystyle G x x dfrac 1 4 pi x x nbsp Supposing that the bounding surface goes out to infinity and plugging in this expression for the Green s function finally yields the standard expression for electric potential in terms of electric charge density as f x V r x 4 p e x x d 3 x displaystyle varphi x int V dfrac rho x 4 pi varepsilon x x d 3 x nbsp Further information Poisson s equationExample editFind the Green function for the following problem whose Green s function number is X11 L u u k 2 u f x u 0 0 u p 2 k 0 displaystyle begin aligned Lu amp u k 2 u f x u 0 amp 0 quad u left tfrac pi 2k right 0 end aligned nbsp First step The Green s function for the linear operator at hand is defined as the solution to G x s k 2 G x s d x s displaystyle G x s k 2 G x s delta x s nbsp Eq If x s displaystyle x neq s nbsp then the delta function gives zero and the general solution isG x s c 1 cos k x c 2 sin k x displaystyle G x s c 1 cos kx c 2 sin kx nbsp For x lt s displaystyle x lt s nbsp the boundary condition at x 0 displaystyle x 0 nbsp impliesG 0 s c 1 1 c 2 0 0 c 1 0 displaystyle G 0 s c 1 cdot 1 c 2 cdot 0 0 quad c 1 0 nbsp if x lt s displaystyle x lt s nbsp and s p 2 k displaystyle s neq tfrac pi 2k nbsp For x gt s displaystyle x gt s nbsp the boundary condition at x p 2 k displaystyle x tfrac pi 2k nbsp impliesG p 2 k s c 3 0 c 4 1 0 c 4 0 displaystyle G left tfrac pi 2k s right c 3 cdot 0 c 4 cdot 1 0 quad c 4 0 nbsp The equation of G 0 s 0 displaystyle G 0 s 0 nbsp is skipped for similar reasons To summarize the results thus far G x s c 2 sin k x for x lt s c 3 cos k x for s lt x displaystyle G x s begin cases c 2 sin kx amp text for x lt s c 3 cos kx amp text for s lt x end cases nbsp Second step The next task is to determine c 2 displaystyle c 2 nbsp and c 3 displaystyle c 3 nbsp Ensuring continuity in the Green s function at x s displaystyle x s nbsp impliesc 2 sin k s c 3 cos k s displaystyle c 2 sin ks c 3 cos ks nbsp One can ensure proper discontinuity in the first derivative by integrating the defining differential equation i e Eq from x s e displaystyle x s varepsilon nbsp to x s e displaystyle x s varepsilon nbsp and taking the limit as e displaystyle varepsilon nbsp goes to zero Note that we only integrate the second derivative as the remaining term will be continuous by construction c 3 k sin k s c 2 k cos k s 1 displaystyle c 3 cdot k sin ks c 2 cdot k cos ks 1 nbsp The two dis continuity equations can be solved for c 2 displaystyle c 2 nbsp and c 3 displaystyle c 3 nbsp to obtainc 2 cos k s k c 3 sin k s k displaystyle c 2 frac cos ks k quad quad c 3 frac sin ks k nbsp So Green s function for this problem is G x s cos k s k sin k x x lt s sin k s k cos k x s lt x displaystyle G x s begin cases frac cos ks k sin kx amp x lt s frac sin ks k cos kx amp s lt x end cases nbsp Further examples editLet n 1 and let the subset be all of R Let L be d d x textstyle frac d dx nbsp Then the Heaviside step function H x x0 is a Green s function of L at x0 Let n 2 and let the subset be the quarter plane x y x y 0 and L be the Laplacian Also assume a Dirichlet boundary condition is imposed at x 0 and a Neumann boundary condition is imposed at y 0 Then the X10Y20 Green s function is G x y x 0 y 0 1 2 p ln x x 0 2 y y 0 2 ln x x 0 2 y y 0 2 ln x x 0 2 y y 0 2 ln x x 0 2 y y 0 2 displaystyle begin aligned G x y x 0 y 0 dfrac 1 2 pi amp left ln sqrt x x 0 2 y y 0 2 ln sqrt x x 0 2 y y 0 2 right 5pt amp left ln sqrt x x 0 2 y y 0 2 ln sqrt x x 0 2 y y 0 2 right end aligned nbsp Let a lt x lt b displaystyle a lt x lt b nbsp and all three are elements of the real numbers Then for any function f R R displaystyle f mathbb R to mathbb R nbsp with an n displaystyle n nbsp th derivative that is integrable over the interval a b displaystyle a b nbsp f x m 0 n 1 x a m m d m f d x m x a a b x s n 1 n 1 8 x s d n f d x n x s d s displaystyle begin aligned f x amp sum m 0 n 1 frac x a m m left frac d m f dx m right x a int a b left frac x s n 1 n 1 Theta x s right left frac d n f dx n right x s ds end aligned nbsp The Green s function in the above equation G x s x s n 1 n 1 8 x s displaystyle G x s frac x s n 1 n 1 Theta x s nbsp is not unique How is the equation modified if g x s displaystyle g x s nbsp is added to G x s displaystyle G x s nbsp where g x displaystyle g x nbsp satisfies d n g d x n 0 textstyle frac d n g dx n 0 nbsp for all x a b displaystyle x in a b nbsp for example g x x 2 displaystyle g x x 2 nbsp with n 2 displaystyle n 2 nbsp Also compare the above equation to the form of a Taylor series centered at x a displaystyle x a nbsp See also editBessel potential Discrete Green s functions defined on graphs and grids Impulse response the analog of a Green s function in signal processing Transfer function Fundamental solution Green s function in many body theory Correlation function Propagator Green s identities Parametrix Volterra integral equation Resolvent formalism Keldysh formalism Spectral theory Multiscale Green s functionFootnotes edit In technical jargon regular means that only the trivial solution u x 0 displaystyle u x 0 nbsp exists for the homogeneous problem f x 0 displaystyle f x 0 nbsp References edit Cole 2011 some examples taken from Schulz Hermann Physik mit Bleistift Frankfurt am Main Deutsch 2001 ISBN 3 8171 1661 6 German Jackson John David 1998 08 14 Classical Electrodynamics John Wiley amp Sons p 39 Bayin S S 2006 Mathematical Methods in Science and Engineering Wiley Chapters 18 and 19 Eyges Leonard 1972 The Classical Electromagnetic Field New York NY Dover Publications ISBN 0 486 63947 9 Chapter 5 contains a very readable account of using Green s functions to solve boundary value problems in electrostatics Polyanin A D Zaitsev V F 2003 Handbook of Exact Solutions for Ordinary Differential Equations 2nd ed Boca Raton FL Chapman amp Hall CRC Press ISBN 1 58488 297 2 Polyanin A D 2002 Handbook of Linear Partial Differential Equations for Engineers and Scientists Boca Raton FL Chapman amp Hall CRC Press ISBN 1 58488 299 9 Mathews Jon Walker Robert L 1970 Mathematical methods of physics 2nd ed New York W A Benjamin ISBN 0 8053 7002 1 Folland G B Fourier Analysis and its Applications Mathematics Series Wadsworth and Brooks Cole Cole K D Beck J V Haji Sheikh A Litkouhi B 2011 Methods for obtaining Green s functions Heat Conduction Using Green s Functions Taylor and Francis pp 101 148 ISBN 978 1 4398 1354 6 Green G 1828 An Essay on the Application of Mathematical Analysis to the Theories of Electricity and Magnetism Nottingham England T Wheelhouse pages 10 12 Faryad and M Lakhtakia A 2018 Infinite Space Dyadic Green Functions in Electromagnetism London UK San Rafael CA IoP Science UK Morgan and Claypool US Bibcode 2018idgf book F V D Seremet Handbook of Green s Functions and Matrices WIT Press ISBN 978 1 85312 933 9 2002 External links edit Green function Encyclopedia of Mathematics EMS Press 2001 1994 Weisstein Eric W Green s Function MathWorld Green s function for differential operator at PlanetMath Green s function at PlanetMath Green functions and conformal mapping at PlanetMath Introduction to the Keldysh Nonequilibrium Green Function Technique by A P Jauho Green s Function Library Tutorial on Green s functions Boundary Element Method for some idea on how Green s functions may be used with the boundary element method for solving potential problems numerically At Citizendium MIT video lecture on Green s function Bowley Roger George Green amp Green s Functions Sixty Symbols Brady Haran for the University of Nottingham Retrieved from https en wikipedia org w index php title Green 27s function amp oldid 1184344674, wikipedia, wiki, book, books, library,

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