Principle Of Stationary Phase
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mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, the stationary phase approximation is a basic principle of
asymptotic analysis In mathematical analysis, asymptotic analysis, also known as asymptotics, is a method of describing limiting behavior. As an illustration, suppose that we are interested in the properties of a function as becomes very large. If , then as beco ...
, applying to the limit as k \to \infty . This method originates from the 19th century, and is due to
George Gabriel Stokes Sir George Gabriel Stokes, 1st Baronet, (; 13 August 1819 – 1 February 1903) was an Irish migration to Great Britain, Irish English physicist and mathematician. Born in County Sligo, Ireland, Stokes spent all of his career at the University ...
and
Lord Kelvin William Thomson, 1st Baron Kelvin, (26 June 182417 December 1907) was a British mathematician, Mathematical physics, mathematical physicist and engineer born in Belfast. Professor of Natural Philosophy (Glasgow), Professor of Natural Philoso ...
. It is closely related to
Laplace's method In mathematics, Laplace's method, named after Pierre-Simon Laplace, is a technique used to approximate integrals of the form :\int_a^b e^ \, dx, where f(x) is a twice-differentiable function, ''M'' is a large number, and the endpoints ''a'' an ...
and the
method of steepest descent In mathematics, the method of steepest descent or saddle-point method is an extension of Laplace's method for approximating an integral, where one deforms a contour integral in the complex plane to pass near a stationary point (saddle point), in r ...
, but Laplace's contribution precedes the others.


Basics

The main idea of stationary phase methods relies on the cancellation of sinusoids with rapidly varying phase. If many sinusoids have the same phase and they are added together, they will add constructively. If, however, these same sinusoids have phases which change rapidly as the frequency changes, they will add incoherently, varying between constructive and destructive addition at different times.


Formula

Letting \Sigma denote the set of critical points of the function f (i.e. points where \nabla f =0), under the assumption that g is either compactly supported or has exponential decay, and that all critical points are nondegenerate (i.e. \det(\mathrm(f(x_0)))\neq 0 for x_0 \in \Sigma) we have the following asymptotic formula, as k\to \infty: :\int_g(x)e^ dx=\sum_ e^, \det((f(x_0))), ^e^(2\pi/k)^g(x_0)+o(k^) Here \mathrm(f) denotes the
Hessian A Hessian is an inhabitant of the German state of Hesse. Hessian may also refer to: Named from the toponym *Hessian (soldier), eighteenth-century German regiments in service with the British Empire **Hessian (boot), a style of boot **Hessian f ...
of f, and \mathrm(\mathrm(f)) denotes the
signature A signature (; from la, signare, "to sign") is a handwritten (and often stylized) depiction of someone's name, nickname, or even a simple "X" or other mark that a person writes on documents as a proof of identity and intent. The writer of a ...
of the Hessian, i.e. the number of positive eigenvalues minus the number of negative eigenvalues. For n=1, this reduces to: :\int_\mathbbg(x)e^dx=\sum_ g(x_0)e^\left(\frac\right)^+o(k^) In this case the assumptions on f reduce to all the critical points being non-degenerate. This is just the Wick-rotated version of the formula for the
method of steepest descent In mathematics, the method of steepest descent or saddle-point method is an extension of Laplace's method for approximating an integral, where one deforms a contour integral in the complex plane to pass near a stationary point (saddle point), in r ...
.


An example

Consider a function :f(x,t) = \frac \int_ F(\omega) e^ \, d\omega. The phase term in this function, \phi = k(\omega) x - \omega t, is stationary when :\frac\mathopen\left(k(\omega) x - \omega t\right)\mathclose = 0 or equivalently, :\frac\Big, _ = \frac. Solutions to this equation yield dominant frequencies \omega_0 for some x and t. If we expand \phi as a
Taylor series In mathematics, the Taylor series or Taylor expansion of a function is an infinite sum of terms that are expressed in terms of the function's derivatives at a single point. For most common functions, the function and the sum of its Taylor serie ...
about \omega_0 and neglect terms of order higher than (\omega-\omega_0)^2, we have :\phi = \left (\omega_0) x - \omega_0 t\right+ \frac x k''(\omega_0) (\omega - \omega_0)^2 + \cdots where k'' denotes the second derivative of k. When x is relatively large, even a small difference (\omega-\omega_0) will generate rapid oscillations within the integral, leading to cancellation. Therefore we can extend the limits of integration beyond the limit for a Taylor expansion. If we use the formula, :\int_ e^ d x=\sqrt=\sqrte^. :f(x, t) \approx \frac e^ \left, F(\omega_0)\ \int_ e^ \, d\omega . This integrates to :f(x, t) \approx \frac \sqrt \cos\left (\omega_0) x - \omega_0 t \pm \frac\right/math>.


Reduction steps

The first major general statement of the principle involved is that the asymptotic behaviour of ''I''(''k'') depends only on the critical points of ''f''. If by choice of ''g'' the integral is localised to a region of space where ''f'' has no critical point, the resulting integral tends to 0 as the frequency of oscillations is taken to infinity. See for example
Riemann–Lebesgue lemma In mathematics, the Riemann–Lebesgue lemma, named after Bernhard Riemann and Henri Lebesgue, states that the Fourier transform or Laplace transform of an ''L''1 function vanishes at infinity. It is of importance in harmonic analysis and asymptot ...
. The second statement is that when ''f'' is a
Morse function In mathematics, specifically in differential topology, Morse theory enables one to analyze the topology of a manifold by studying differentiable functions on that manifold. According to the basic insights of Marston Morse, a typical differentiabl ...
, so that the singular points of ''f'' are
non-degenerate In mathematics, specifically linear algebra, a degenerate bilinear form on a vector space ''V'' is a bilinear form such that the map from ''V'' to ''V''∗ (the dual space of ''V'' ) given by is not an isomorphism. An equivalent definiti ...
and isolated, then the question can be reduced to the case ''n'' = 1. In fact, then, a choice of ''g'' can be made to split the integral into cases with just one critical point ''P'' in each. At that point, because the
Hessian determinant In mathematics, the Hessian matrix or Hessian is a square matrix of second-order partial derivatives of a scalar-valued function, or scalar field. It describes the local curvature of a function of many variables. The Hessian matrix was developed ...
at ''P'' is by assumption not 0, the
Morse lemma In mathematics, specifically in differential topology, Morse theory enables one to analyze the topology of a manifold by studying differentiable functions on that manifold. According to the basic insights of Marston Morse, a typical differenti ...
applies. By a change of co-ordinates ''f'' may be replaced by :(x_1^2 + x_2^2 + \cdots + x_j^2) - (x_^2 + x_^2 + \cdots + x_n^2). The value of ''j'' is given by the
signature A signature (; from la, signare, "to sign") is a handwritten (and often stylized) depiction of someone's name, nickname, or even a simple "X" or other mark that a person writes on documents as a proof of identity and intent. The writer of a ...
of the
Hessian matrix In mathematics, the Hessian matrix or Hessian is a square matrix of second-order partial derivatives of a scalar-valued function, or scalar field. It describes the local curvature of a function of many variables. The Hessian matrix was developed ...
of ''f'' at ''P''. As for ''g'', the essential case is that ''g'' is a product of
bump function In mathematics, a bump function (also called a test function) is a function f: \R^n \to \R on a Euclidean space \R^n which is both smooth (in the sense of having continuous derivatives of all orders) and compactly supported. The set of all bump f ...
s of ''x''''i''. Assuming now without loss of generality that ''P'' is the origin, take a smooth bump function ''h'' with value 1 on the interval and quickly tending to 0 outside it. Take :g(x) = \prod_i h(x_i), then
Fubini's theorem In mathematical analysis Fubini's theorem is a result that gives conditions under which it is possible to compute a double integral by using an iterated integral, introduced by Guido Fubini in 1907. One may switch the order of integration if the ...
reduces ''I''(''k'') to a product of integrals over the real line like :J(k) = \int h(x) e^ \, dx with ''f''(''x'') = ±''x''2. The case with the minus sign is the
complex conjugate In mathematics, the complex conjugate of a complex number is the number with an equal real part and an imaginary part equal in magnitude but opposite in sign. That is, (if a and b are real, then) the complex conjugate of a + bi is equal to a - ...
of the case with the plus sign, so there is essentially one required asymptotic estimate. In this way asymptotics can be found for oscillatory integrals for Morse functions. The degenerate case requires further techniques (see for example
Airy function In the physical sciences, the Airy function (or Airy function of the first kind) is a special function named after the British astronomer George Biddell Airy (1801–1892). The function and the related function , are linearly independent solutio ...
).


One-dimensional case

The essential statement is this one: :\int_^1 e^ \, dx = \sqrt e^ + \mathcal O \mathopen\left(\frac\right)\mathclose. In fact by
contour integration In the mathematical field of complex analysis, contour integration is a method of evaluating certain integrals along paths in the complex plane. Contour integration is closely related to the calculus of residues, a method of complex analysis. ...
it can be shown that the main term on the right hand side of the equation is the value of the integral on the left hand side, extended over the range \infty, \infty/math> (for a proof see
Fresnel integral 250px, Plots of and . The maximum of is about . If the integrands of and were defined using instead of , then the image would be scaled vertically and horizontally (see below). The Fresnel integrals and are two transcendental functions n ...
). Therefore it is the question of estimating away the integral over, say, ,\infty/math>.See for example
Jean Dieudonné Jean Alexandre Eugène Dieudonné (; 1 July 1906 – 29 November 1992) was a French mathematician, notable for research in abstract algebra, algebraic geometry, and functional analysis, for close involvement with the Nicolas Bourbaki pseudonymo ...
, ''Infinitesimal Calculus'', p. 119 or
Jean Dieudonné Jean Alexandre Eugène Dieudonné (; 1 July 1906 – 29 November 1992) was a French mathematician, notable for research in abstract algebra, algebraic geometry, and functional analysis, for close involvement with the Nicolas Bourbaki pseudonymo ...
, ''Calcul Infinitésimal'', p.135. This is the model for all one-dimensional integrals I(k) with f having a single non-degenerate critical point at which f has
second derivative In calculus, the second derivative, or the second order derivative, of a function is the derivative of the derivative of . Roughly speaking, the second derivative measures how the rate of change of a quantity is itself changing; for example, ...
>0. In fact the model case has second derivative 2 at 0. In order to scale using k, observe that replacing k by ck where c is constant is the same as scaling x by \sqrt. It follows that for general values of f''(0)>0, the factor \sqrt becomes :\sqrt. For f''(0)<0 one uses the complex conjugate formula, as mentioned before.


Lower-order terms

As can be seen from the formula, the stationary phase approximation is a first-order approximation of the asymptotic behavior of the integral. The lower-order terms can be understood as a sum of over
Feynman diagram In theoretical physics, a Feynman diagram is a pictorial representation of the mathematical expressions describing the behavior and interaction of subatomic particles. The scheme is named after American physicist Richard Feynman, who introduc ...
s with various weighting factors, for well behaved f.


See also

*
Common integrals in quantum field theory Common integrals in quantum field theory are all variations and generalizations of Gaussian integrals to the complex plane and to multiple dimensions. Other integrals can be approximated by versions of the Gaussian integral. Fourier integrals are a ...
*
Laplace's method In mathematics, Laplace's method, named after Pierre-Simon Laplace, is a technique used to approximate integrals of the form :\int_a^b e^ \, dx, where f(x) is a twice-differentiable function, ''M'' is a large number, and the endpoints ''a'' an ...
*
Method of steepest descent In mathematics, the method of steepest descent or saddle-point method is an extension of Laplace's method for approximating an integral, where one deforms a contour integral in the complex plane to pass near a stationary point (saddle point), in r ...


Notes


References

* Bleistein, N. and Handelsman, R. (1975), ''Asymptotic Expansions of Integrals'', Dover, New York. *
Victor Guillemin Victor William Guillemin (born 1937 in Boston) is an American mathematician working in the field of symplectic geometry, who has also made contributions to the fields of microlocal analysis, spectral theory, and mathematical physics. He is a ten ...
and Shlomo Sternberg (1990)
''Geometric Asymptotics''
(see Chapter 1). * . * Aki, Keiiti; & Richards, Paul G. (2002). "Quantitative Seismology" (2nd ed.), pp 255–256. University Science Books, *Wong, R. (2001), ''Asymptotic Approximations of Integrals'', Classics in Applied Mathematics, Vol. 34. Corrected reprint of the 1989 original. Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA. xviii+543 pages, . *Dieudonné, J. (1980), ''Calcul Infinitésimal'', Hermann, Paris


External links

*{{Springer, id=S/s087270, title=Stationary phase, method of the Mathematical analysis Perturbation theory