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mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, the spectral theory of ordinary differential equations is the part of
spectral theory In mathematics, spectral theory is an inclusive term for theories extending the eigenvector and eigenvalue theory of a single square matrix to a much broader theory of the structure of operator (mathematics), operators in a variety of mathematical ...
concerned with the determination of the
spectrum A spectrum (: spectra or spectrums) is a set of related ideas, objects, or properties whose features overlap such that they blend to form a continuum. The word ''spectrum'' was first used scientifically in optics to describe the rainbow of co ...
and eigenfunction expansion associated with a linear
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation (DE) dependent on only a single independent variable (mathematics), variable. As with any other DE, its unknown(s) consists of one (or more) Function (mathematic ...
. In his dissertation,
Hermann Weyl Hermann Klaus Hugo Weyl (; ; 9 November 1885 – 8 December 1955) was a German mathematician, theoretical physicist, logician and philosopher. Although much of his working life was spent in Zürich, Switzerland, and then Princeton, New Jersey, ...
generalized the classical
Sturm–Liouville theory In mathematics and its applications, a Sturm–Liouville problem is a second-order linear ordinary differential equation of the form \frac \left (x) \frac\right+ q(x)y = -\lambda w(x) y for given functions p(x), q(x) and w(x), together with some ...
on a finite
closed interval In mathematics, a real interval is the set of all real numbers lying between two fixed endpoints with no "gaps". Each endpoint is either a real number or positive or negative infinity, indicating the interval extends without a bound. A real in ...
to second order
differential operator In mathematics, a differential operator is an operator defined as a function of the differentiation operator. It is helpful, as a matter of notation first, to consider differentiation as an abstract operation that accepts a function and retur ...
s with singularities at the endpoints of the interval, possibly semi-infinite or infinite. Unlike the classical case, the spectrum may no longer consist of just a countable set of eigenvalues, but may also contain a continuous part. In this case the eigenfunction expansion involves an integral over the continuous part with respect to a
spectral measure In mathematics, particularly in functional analysis, a projection-valued measure, or spectral measure, is a function defined on certain subsets of a fixed set and whose values are self-adjoint projections on a fixed Hilbert space. A projection-va ...
, given by the TitchmarshKodaira
formula In science, a formula is a concise way of expressing information symbolically, as in a mathematical formula or a ''chemical formula''. The informal use of the term ''formula'' in science refers to the general construct of a relationship betwe ...
. The theory was put in its final simplified form for singular differential equations of even degree by Kodaira and others, using von Neumann's
spectral theorem In linear algebra and functional analysis, a spectral theorem is a result about when a linear operator or matrix can be diagonalized (that is, represented as a diagonal matrix in some basis). This is extremely useful because computations involvin ...
. It has had important applications in
quantum mechanics Quantum mechanics is the fundamental physical Scientific theory, theory that describes the behavior of matter and of light; its unusual characteristics typically occur at and below the scale of atoms. Reprinted, Addison-Wesley, 1989, It is ...
,
operator theory In mathematics, operator theory is the study of linear operators on function spaces, beginning with differential operators and integral operators. The operators may be presented abstractly by their characteristics, such as bounded linear operato ...
and
harmonic analysis Harmonic analysis is a branch of mathematics concerned with investigating the connections between a function and its representation in frequency. The frequency representation is found by using the Fourier transform for functions on unbounded do ...
on
semisimple Lie group In mathematics, a simple Lie group is a connected space, connected nonabelian group, non-abelian Lie group ''G'' which does not have nontrivial connected normal subgroups. The list of simple Lie groups can be used to read off the list of simple ...
s.


Introduction

Spectral theory In mathematics, spectral theory is an inclusive term for theories extending the eigenvector and eigenvalue theory of a single square matrix to a much broader theory of the structure of operator (mathematics), operators in a variety of mathematical ...
for second order ordinary differential equations on a compact interval was developed by
Jacques Charles François Sturm Jacques Charles François Sturm (29 September 1803 – 15 December 1855) was a French mathematician, who made a significant addition to equation theory with his work, Sturm's theorem. Early life Sturm was born in Geneva, France in 1803. The fam ...
and
Joseph Liouville Joseph Liouville ( ; ; 24 March 1809 – 8 September 1882) was a French mathematician and engineer. Life and work He was born in Saint-Omer in France on 24 March 1809. His parents were Claude-Joseph Liouville (an army officer) and Thérès ...
in the nineteenth century and is now known as
Sturm–Liouville theory In mathematics and its applications, a Sturm–Liouville problem is a second-order linear ordinary differential equation of the form \frac \left (x) \frac\right+ q(x)y = -\lambda w(x) y for given functions p(x), q(x) and w(x), together with some ...
. In modern language, it is an application of the
spectral theorem In linear algebra and functional analysis, a spectral theorem is a result about when a linear operator or matrix can be diagonalized (that is, represented as a diagonal matrix in some basis). This is extremely useful because computations involvin ...
for
compact operator In functional analysis, a branch of mathematics, a compact operator is a linear operator T: X \to Y, where X,Y are normed vector spaces, with the property that T maps bounded subsets of X to relatively compact subsets of Y (subsets with compact ...
s due to
David Hilbert David Hilbert (; ; 23 January 1862 – 14 February 1943) was a German mathematician and philosopher of mathematics and one of the most influential mathematicians of his time. Hilbert discovered and developed a broad range of fundamental idea ...
. In his dissertation, published in 1910,
Hermann Weyl Hermann Klaus Hugo Weyl (; ; 9 November 1885 – 8 December 1955) was a German mathematician, theoretical physicist, logician and philosopher. Although much of his working life was spent in Zürich, Switzerland, and then Princeton, New Jersey, ...
extended this theory to second order ordinary differential equations with singularities at the endpoints of the interval, now allowed to be infinite or semi-infinite. He simultaneously developed a spectral theory adapted to these special operators and introduced
boundary condition In the study of differential equations, a boundary-value problem is a differential equation subjected to constraints called boundary conditions. A solution to a boundary value problem is a solution to the differential equation which also satis ...
s in terms of his celebrated dichotomy between ''limit points'' and ''limit circles''. In the 1920s,
John von Neumann John von Neumann ( ; ; December 28, 1903 – February 8, 1957) was a Hungarian and American mathematician, physicist, computer scientist and engineer. Von Neumann had perhaps the widest coverage of any mathematician of his time, in ...
established a general spectral theorem for unbounded
self-adjoint operator In mathematics, a self-adjoint operator on a complex vector space ''V'' with inner product \langle\cdot,\cdot\rangle is a linear map ''A'' (from ''V'' to itself) that is its own adjoint. That is, \langle Ax,y \rangle = \langle x,Ay \rangle for al ...
s, which Kunihiko Kodaira used to streamline Weyl's method. Kodaira also generalised Weyl's method to singular ordinary differential equations of even order and obtained a simple formula for the
spectral measure In mathematics, particularly in functional analysis, a projection-valued measure, or spectral measure, is a function defined on certain subsets of a fixed set and whose values are self-adjoint projections on a fixed Hilbert space. A projection-va ...
. The same formula had also been obtained independently by E. C. Titchmarsh in 1946 (scientific communication between
Japan Japan is an island country in East Asia. Located in the Pacific Ocean off the northeast coast of the Asia, Asian mainland, it is bordered on the west by the Sea of Japan and extends from the Sea of Okhotsk in the north to the East China Sea ...
and the
United Kingdom The United Kingdom of Great Britain and Northern Ireland, commonly known as the United Kingdom (UK) or Britain, is a country in Northwestern Europe, off the coast of European mainland, the continental mainland. It comprises England, Scotlan ...
had been interrupted by
World War II World War II or the Second World War (1 September 1939 – 2 September 1945) was a World war, global conflict between two coalitions: the Allies of World War II, Allies and the Axis powers. World War II by country, Nearly all of the wo ...
). Titchmarsh had followed the method of the German mathematician Emil Hilb, who derived the eigenfunction expansions using complex function theory instead of
operator theory In mathematics, operator theory is the study of linear operators on function spaces, beginning with differential operators and integral operators. The operators may be presented abstractly by their characteristics, such as bounded linear operato ...
. Other methods avoiding the spectral theorem were later developed independently by Levitan, Levinson and Yoshida, who used the fact that the resolvent of the singular differential operator could be approximated by
compact Compact as used in politics may refer broadly to a pact or treaty; in more specific cases it may refer to: * Interstate compact, a type of agreement used by U.S. states * Blood compact, an ancient ritual of the Philippines * Compact government, a t ...
resolvents corresponding to Sturm–Liouville problems for proper subintervals. Another method was found by Mark Grigoryevich Krein; his use of ''direction functionals'' was subsequently generalised by Izrail Glazman to arbitrary ordinary differential equations of even order. Weyl applied his theory to
Carl Friedrich Gauss Johann Carl Friedrich Gauss (; ; ; 30 April 177723 February 1855) was a German mathematician, astronomer, geodesist, and physicist, who contributed to many fields in mathematics and science. He was director of the Göttingen Observatory and ...
's
hypergeometric differential equation In mathematics, the Gaussian or ordinary hypergeometric function 2''F''1(''a'',''b'';''c'';''z'') is a special function represented by the hypergeometric series, that includes many other special functions as specific or limiting cases. It is ...
, thus obtaining a far-reaching generalisation of the transform formula of Gustav Ferdinand Mehler (1881) for the Legendre differential equation, rediscovered by the Russian physicist Vladimir Fock in 1943, and usually called the Mehler–Fock transform. The corresponding ordinary differential operator is the radial part of the Laplacian operator on 2-dimensional
hyperbolic space In mathematics, hyperbolic space of dimension ''n'' is the unique simply connected, ''n''-dimensional Riemannian manifold of constant sectional curvature equal to −1. It is homogeneous, and satisfies the stronger property of being a symme ...
. More generally, the
Plancherel theorem In mathematics, the Plancherel theorem (sometimes called the Parseval–Plancherel identity) is a result in harmonic analysis, proven by Michel Plancherel in 1910. It is a generalization of Parseval's theorem; often used in the fields of science ...
for SL(2,R) of Harish Chandra and GelfandNaimark can be deduced from Weyl's theory for the hypergeometric equation, as can the theory of spherical functions for the
isometry group In mathematics, the isometry group of a metric space is the set of all bijective isometries (that is, bijective, distance-preserving maps) from the metric space onto itself, with the function composition as group operation. Its identity element ...
s of higher dimensional hyperbolic spaces. Harish Chandra's later development of the Plancherel theorem for general real
semisimple Lie group In mathematics, a simple Lie group is a connected space, connected nonabelian group, non-abelian Lie group ''G'' which does not have nontrivial connected normal subgroups. The list of simple Lie groups can be used to read off the list of simple ...
s was strongly influenced by the methods Weyl developed for eigenfunction expansions associated with singular ordinary differential equations. Equally importantly the theory also laid the mathematical foundations for the analysis of the
Schrödinger equation The Schrödinger equation is a partial differential equation that governs the wave function of a non-relativistic quantum-mechanical system. Its discovery was a significant landmark in the development of quantum mechanics. It is named after E ...
and
scattering matrix In physics, the ''S''-matrix or scattering matrix is a matrix that relates the initial state and the final state of a physical system undergoing a scattering process. It is used in quantum mechanics, scattering theory and quantum field theory ...
in
quantum mechanics Quantum mechanics is the fundamental physical Scientific theory, theory that describes the behavior of matter and of light; its unusual characteristics typically occur at and below the scale of atoms. Reprinted, Addison-Wesley, 1989, It is ...
.


Solutions of ordinary differential equations


Reduction to standard form

Let be the second order differential operator on given by Df(x) = -p(x) f''(x) + r(x) f'(x) + q(x) f(x), where is a strictly positive continuously differentiable function and and are continuous real-valued functions. For in , define the Liouville transformation by \psi(x) = \int_^x p(t)^\, dt If U: L^2(a, b) \mapsto L^2(\psi(a), \psi(b)) is the
unitary operator In functional analysis, a unitary operator is a surjective bounded operator on a Hilbert space that preserves the inner product. Non-trivial examples include rotations, reflections, and the Fourier operator. Unitary operators generalize unitar ...
defined by (Uf)(\psi(x)) = f(x) \times \left(\psi'(x)\right)^,\ \ \forall x \in (a, b) then U \frac U^ g = g' \psi' + \frac 1 2 g \frac and \begin U \frac U^ g & = \left( U \frac U^ \right) \times \left( U \frac U^ \right) g \\ ex& = \frac \left g' \psi' + \frac 12 g \frac \right\cdot \psi' + \frac 1 2 \left g' \psi' + \frac 12 g \frac \right\cdot \frac \\ ex& = g'' \psi'^2 + 2 g' \psi'' + \frac 12 g \cdot \left \frac - \frac 1 2 \frac \right\end Hence, UDU^ g= -g'' + R g' + Q g, where R = \frac and Q = q - \frac + \frac 4 - \frac The term in can be removed using an
Euler Leonhard Euler ( ; ; ; 15 April 170718 September 1783) was a Swiss polymath who was active as a mathematician, physicist, astronomer, logician, geographer, and engineer. He founded the studies of graph theory and topology and made influential ...
integrating factor In mathematics, an integrating factor is a function that is chosen to facilitate the solving of a given equation involving differentials. It is commonly used to solve non-exact ordinary differential equations, but is also used within multivari ...
. If , then satisfies (S U D U^ S^) h = -h'' + V h, where the
potential Potential generally refers to a currently unrealized ability. The term is used in a wide variety of fields, from physics to the social sciences to indicate things that are in a state where they are able to change in ways ranging from the simple r ...
''V'' is given by V = Q + \frac The differential operator can thus always be reduced to one of the form Df = - f'' + qf.


Existence theorem

The following is a version of the classical Picard existence theorem for second order differential equations with values in a
Banach space In mathematics, more specifically in functional analysis, a Banach space (, ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vectors and ...
. Let , be arbitrary elements of , a
bounded operator In functional analysis and operator theory, a bounded linear operator is a linear transformation L : X \to Y between topological vector spaces (TVSs) X and Y that maps bounded subsets of X to bounded subsets of Y. If X and Y are normed vector ...
on and a continuous function on . Then, for or , the differential equation D f = A f has a unique solution in satisfying the initial conditions f(c) = \beta \, , \; f'(c) = \alpha. In fact a solution of the differential equation with these initial conditions is equivalent to a solution of the
integral equation In mathematical analysis, integral equations are equations in which an unknown function appears under an integral sign. In mathematical notation, integral equations may thus be expressed as being of the form: f(x_1,x_2,x_3,\ldots,x_n ; u(x_1,x_2 ...
f = h + T f with the bounded linear map on defined by Tf(x) = \int_c^x K(x,y)f(y) \, dy, where is the Volterra kernel K(x, t) = (x - t) ( q(t) - A) and h(x) = \alpha (x - c) + \beta. Since tends to 0, this integral equation has a unique solution given by the Neumann series f = (I - T)^ h = h + T h + T^2 h + T^3 h + \cdots This iterative scheme is often called ''Picard iteration'' after the French mathematician
Charles Émile Picard Charles is a masculine given name predominantly found in English and French speaking countries. It is from the French form ''Charles'' of the Proto-Germanic name (in runic alphabet) or ''*karilaz'' (in Latin alphabet), whose meaning was ...
.


Fundamental eigenfunctions

If is twice continuously differentiable (i.e. ) on satisfying , then is called an
eigenfunction In mathematics, an eigenfunction of a linear operator ''D'' defined on some function space is any non-zero function f in that space that, when acted upon by ''D'', is only multiplied by some scaling factor called an eigenvalue. As an equation, th ...
of with
eigenvalue In linear algebra, an eigenvector ( ) or characteristic vector is a vector that has its direction unchanged (or reversed) by a given linear transformation. More precisely, an eigenvector \mathbf v of a linear transformation T is scaled by a ...
. * In the case of a compact interval and continuous on , the existence theorem implies that for or and every complex number there a unique eigenfunction on with and prescribed. Moreover, for each in , and are
holomorphic function In mathematics, a holomorphic function is a complex-valued function of one or more complex variables that is complex differentiable in a neighbourhood of each point in a domain in complex coordinate space . The existence of a complex de ...
s of . * For an arbitrary interval and continuous on , the existence theorem implies that for in and every complex number there a unique eigenfunction on with and prescribed. Moreover, for each in , and are
holomorphic function In mathematics, a holomorphic function is a complex-valued function of one or more complex variables that is complex differentiable in a neighbourhood of each point in a domain in complex coordinate space . The existence of a complex de ...
s of .


Green's formula

If and are functions on , the
Wronskian In mathematics, the Wronskian of ''n'' differentiable functions is the determinant formed with the functions and their derivatives up to order . It was introduced in 1812 by the Polish mathematician Józef Wroński, and is used in the study of ...
is defined by W(f, g) (x) = f(x) g'(x) - f'(x) g(x). Green's formula - which in this one-dimensional case is a simple integration by parts - states that for , in \int_x^y (Df) g - f (Dg) \, dt = W(f,g)(y) - W(f,g)(x). When is continuous and , are on the compact interval , this formula also holds for or . When and are eigenfunctions for the same eigenvalue, then \frac W(f,g) = 0, so that is independent of .


Classical Sturm–Liouville theory

Let be a finite closed interval, a real-valued continuous function on and let be the space of functions on satisfying the Robin boundary conditions \begin \cos \alpha \,f(a) - \sin \alpha \,f'(a)=0, \\ .5ex \cos \beta \,f(b) - \sin \beta \, f'(b)=0, \end with
inner product In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, ofte ...
(f,g) = \int_a^b f(x) \overline \, dx. In practice usually one of the two standard boundary conditions: *
Dirichlet boundary condition In mathematics, the Dirichlet boundary condition is imposed on an ordinary or partial differential equation, such that the values that the solution takes along the boundary of the domain are fixed. The question of finding solutions to such equat ...
*
Neumann boundary condition In mathematics, the Neumann (or second-type) boundary condition is a type of boundary condition, named after Carl Neumann. When imposed on an ordinary or a partial differential equation, the condition specifies the values of the derivative app ...
is imposed at each endpoint . The differential operator given by Df = -f'' + qf acts on . A function in is called an
eigenfunction In mathematics, an eigenfunction of a linear operator ''D'' defined on some function space is any non-zero function f in that space that, when acted upon by ''D'', is only multiplied by some scaling factor called an eigenvalue. As an equation, th ...
of (for the above choice of boundary values) if for some complex number , the corresponding
eigenvalue In linear algebra, an eigenvector ( ) or characteristic vector is a vector that has its direction unchanged (or reversed) by a given linear transformation. More precisely, an eigenvector \mathbf v of a linear transformation T is scaled by a ...
. By Green's formula, is formally
self-adjoint In mathematics, an element of a *-algebra is called self-adjoint if it is the same as its adjoint (i.e. a = a^*). Definition Let \mathcal be a *-algebra. An element a \in \mathcal is called self-adjoint if The set of self-adjoint elements ...
on , since the Wronskian vanishes if both , satisfy the boundary conditions: (Df, g) = (f, Dg), \quad \text f, g \in H_0. As a consequence, exactly as for a self-adjoint matrix in finite dimensions, *the eigenvalues of are real; *the
eigenspace In linear algebra, an eigenvector ( ) or characteristic vector is a Vector (mathematics and physics), vector that has its direction (geometry), direction unchanged (or reversed) by a given linear map, linear transformation. More precisely, an e ...
s for distinct eigenvalues are
orthogonal In mathematics, orthogonality (mathematics), orthogonality is the generalization of the geometric notion of ''perpendicularity''. Although many authors use the two terms ''perpendicular'' and ''orthogonal'' interchangeably, the term ''perpendic ...
. It turns out that the eigenvalues can be described by the maximum-minimum principle of
Rayleigh Rayleigh may refer to: Science *Rayleigh scattering *Rayleigh–Jeans law *Rayleigh waves *Rayleigh (unit), a unit of photon flux named after the 4th Baron Rayleigh *Rayl, rayl or Rayleigh, two units of specific acoustic impedance and characte ...
Ritz (see below). In fact it is easy to see ''a priori'' that the eigenvalues are bounded below because the operator is itself ''bounded below'' on : In fact, integrating by parts, (Df,f) = \left f' \overline\righta^b + \int , f', ^2 + \int q , f, ^2. For Dirichlet or Neumann boundary conditions, the first term vanishes and the inequality holds with . For general Robin boundary conditions the first term can be estimated using an elementary ''Peter-Paul'' version of Sobolev's inequality:
"Given , there is constant such that for all in ."
In fact, since , f(b) - f(x), \leq (b-a)^ \cdot \, f' \, _2, only an estimate for is needed and this follows by replacing in the above inequality by for sufficiently large.


Green's function (regular case)

From the theory of ordinary differential equations, there are unique fundamental eigenfunctions , such that * , , * , , which at each point, together with their first derivatives, depend holomorphically on . Let \omega(\lambda) = W(\phi_\lambda, \chi_\lambda), be an entire holomorphic function. This function plays the role of the
characteristic polynomial In linear algebra, the characteristic polynomial of a square matrix is a polynomial which is invariant under matrix similarity and has the eigenvalues as roots. It has the determinant and the trace of the matrix among its coefficients. The ...
of . Indeed, the uniqueness of the fundamental eigenfunctions implies that its zeros are precisely the eigenvalues of and that each non-zero eigenspace is one-dimensional. In particular there are at most countably many eigenvalues of and, if there are infinitely many, they must tend to infinity. It turns out that the zeros of also have mutilplicity one (see below). If is not an eigenvalue of on , define the
Green's function In mathematics, a Green's function (or Green function) is the impulse response of an inhomogeneous linear differential operator defined on a domain with specified initial conditions or boundary conditions. This means that if L is a linear dif ...
by G_\lambda(x, y) = \begin \phi_\lambda(x) \chi_\lambda(y) / \omega(\lambda) & \text x \geq y \\ ex\chi_\lambda(x) \phi_\lambda(y) / \omega(\lambda) & \text y \geq x. \end This kernel defines an operator on the inner product space via (G_\lambda f)(x) =\int_a^b G_\lambda(x,y) f(y)\, dy. Since is continuous on , it defines a Hilbert–Schmidt operator on the Hilbert space completion of (or equivalently of the dense subspace ), taking values in . This operator carries into . When is real, is also real, so defines a self-adjoint operator on . Moreover, * on * carries into , and on . Thus the operator can be identified with the resolvent .


Spectral theorem

In fact let for large and negative. Then defines a compact self-adjoint operator on the Hilbert space . By the
spectral theorem In linear algebra and functional analysis, a spectral theorem is a result about when a linear operator or matrix can be diagonalized (that is, represented as a diagonal matrix in some basis). This is extremely useful because computations involvin ...
for compact self-adjoint operators, has an orthonormal basis consisting of eigenvectors of with , where tends to zero. The range of contains so is dense. Hence 0 is not an eigenvalue of . The resolvent properties of imply that lies in and that D \psi_n = \left(\lambda + \frac\right) \psi_n The minimax principle follows because if \lambda(G) = \min_ \frac, then for the
linear span In mathematics, the linear span (also called the linear hull or just span) of a set S of elements of a vector space V is the smallest linear subspace of V that contains S. It is the set of all finite linear combinations of the elements of , and ...
of the first eigenfunctions. For any other -dimensional subspace , some in the linear span of the first eigenvectors must be orthogonal to . Hence .


Wronskian as a Fredholm determinant

For simplicity, suppose that on with Dirichlet boundary conditions. The minimax principle shows that n^2 + m \le \lambda_n(D) \le n^2 + M. It follows that the resolvent is a trace-class operator whenever is not an eigenvalue of and hence that the Fredholm determinant is defined. The Dirichlet boundary conditions imply that \omega(\lambda) = \phi_\lambda(b). Using Picard iteration, Titchmarsh showed that , and hence , is an entire function of finite order : \omega(\lambda) = \mathcal O\left(e^\right) At a zero of , . Moreover, \psi(x)=\partial_\lambda \varphi_\lambda(x), _ satisfies . Thus \omega(\lambda) = (\lambda - \mu) \psi(b) + \mathcal O( (\lambda - \mu)^2) This implies that For otherwise , so that would have to lie in . But then (\phi_\mu, \phi_\mu) = ((D - \mu)\psi, \phi_\mu) = (\psi, (D - \mu) \phi_\mu) = 0, a contradiction. On the other hand, the distribution of the zeros of the entire function ω(λ) is already known from the minimax principle. By the Hadamard factorization theorem, it follows that \omega(\lambda) = C \prod (1 -\lambda/\lambda_n), for some non-zero constant . Hence \det ( I - \mu(D - \lambda)^) = \prod \left( 1 - \right) = \prod = . In particular if 0 is not an eigenvalue of \omega(\mu) = \omega(0) \cdot \det ( I - \mu D^) .


Tools from abstract spectral theory


Functions of bounded variation

A function of
bounded variation In mathematical analysis, a function of bounded variation, also known as ' function, is a real number, real-valued function (mathematics), function whose total variation is bounded (finite): the graph of a function having this property is well beh ...
on a closed interval is a complex-valued function such that its
total variation In mathematics, the total variation identifies several slightly different concepts, related to the (local property, local or global) structure of the codomain of a Function (mathematics), function or a measure (mathematics), measure. For a real ...
, the
supremum In mathematics, the infimum (abbreviated inf; : infima) of a subset S of a partially ordered set P is the greatest element in P that is less than or equal to each element of S, if such an element exists. If the infimum of S exists, it is unique, ...
of the variations \sum_^ , \rho(x_) - \rho(x_r), over all dissections a= x_0 < x_1 < \dots < x_k =b is finite. The real and imaginary parts of are real-valued functions of bounded variation. If is real-valued and normalised so that , it has a canonical decomposition as the difference of two bounded non-decreasing functions: \rho(x) = \rho_+(x) - \rho_-(x), where and are the total positive and negative variation of over . If is a continuous function on its
Riemann–Stieltjes integral In mathematics, the Riemann–Stieltjes integral is a generalization of the Riemann integral, named after Bernhard Riemann and Thomas Joannes Stieltjes. The definition of this integral was first published in 1894 by Stieltjes. It serves as an inst ...
with respect to \int_a^b f(x)\, d\rho(x) is defined to be the limit of approximating sums \sum_^ f(x_r)(\rho(x_)-\rho(x_r)) as the
mesh Medical Subject Headings (MeSH) is a comprehensive controlled vocabulary for the purpose of indexing journal articles and books in the life sciences. It serves as a thesaurus of index terms that facilitates searching. Created and updated by th ...
of the dissection, given by , tends to zero. This integral satisfies \left, \int_a^b f(x)\, d\rho(x)\\le V(\rho)\cdot \, f\, _\infty and thus defines a bounded linear functional on with norm . Every bounded linear functional on has an
absolute value In mathematics, the absolute value or modulus of a real number x, is the non-negative value without regard to its sign. Namely, , x, =x if x is a positive number, and , x, =-x if x is negative (in which case negating x makes -x positive), ...
, μ, defined for non-negative by , \mu, (f) = \sup_ , \mu(g), . The form extends linearly to a bounded linear form on with norm and satisfies the characterizing inequality , \mu(f), \leq , \mu, (, f, ) for in . If is ''real'', i.e. is real-valued on real-valued functions, then \mu = , \mu, - (, \mu, -\mu)\equiv \mu_+-\mu_- gives a canonical decomposition as a difference of ''positive'' forms, i.e. forms that are non-negative on non-negative functions. Every positive form extends uniquely to the linear span of non-negative bounded lower semicontinuous functions by the formula \mu(g) = \lim \mu(f_n), where the non-negative continuous functions increase pointwise to . The same therefore applies to an arbitrary bounded linear form , so that a function of bounded variation may be defined by \rho(x) = \mu(\chi_), where denotes the
characteristic function In mathematics, the term "characteristic function" can refer to any of several distinct concepts: * The indicator function of a subset, that is the function \mathbf_A\colon X \to \, which for a given subset ''A'' of ''X'', has value 1 at points ...
of a subset of . Thus and . Moreover and . This correspondence between functions of bounded variation and bounded linear forms is a special case of the
Riesz representation theorem The Riesz representation theorem, sometimes called the Riesz–Fréchet representation theorem after Frigyes Riesz and Maurice René Fréchet, establishes an important connection between a Hilbert space and its continuous dual space. If the un ...
. The support of is the complement of all points in where is constant on some neighborhood of ; by definition it is a closed subset of . Moreover, , so that if vanishes on .


Spectral measure

Let be a Hilbert space and T a self-adjoint
bounded operator In functional analysis and operator theory, a bounded linear operator is a linear transformation L : X \to Y between topological vector spaces (TVSs) X and Y that maps bounded subsets of X to bounded subsets of Y. If X and Y are normed vector ...
on with 0 \leq T \leq I , so that the
spectrum A spectrum (: spectra or spectrums) is a set of related ideas, objects, or properties whose features overlap such that they blend to form a continuum. The word ''spectrum'' was first used scientifically in optics to describe the rainbow of co ...
\sigma(T) of T is contained in ,1/math>. If p(t) is a complex polynomial, then by the spectral mapping theorem \sigma (p(T)) = p (\sigma(T)) and hence \, p(T)\, \leq \, p\, _\infty where \, \cdot \, _\infty denotes the uniform norm on . By the
Weierstrass approximation theorem Karl Theodor Wilhelm Weierstrass (; ; 31 October 1815 – 19 February 1897) was a German mathematician often cited as the " father of modern analysis". Despite leaving university without a degree, he studied mathematics and trained as a school t ...
, polynomials are uniformly dense in . It follows that f(T) can be defined \forall f \in C ,1/math>, with \sigma (f(T)) = f(\sigma(T)) and \, f(T) \, \leq \, f\, _\infty. If 0 \leq g \leq 1 is a lower semicontinuous function on , for example the characteristic function \chi_ of a subinterval of , then g is a pointwise increasing limit of non-negative f_n \in C ,1/math>. If \xi is a vector in , then the vectors \eta_n = f_n(T)\xi form a
Cauchy sequence In mathematics, a Cauchy sequence is a sequence whose elements become arbitrarily close to each other as the sequence progresses. More precisely, given any small positive distance, all excluding a finite number of elements of the sequence are le ...
in , since, for n \geq m, \, \eta_n-\eta_m\, ^2 \le (\eta_n,\xi) - (\eta_m,\xi), and ( \eta_n, \xi) = (f_n(T)\xi, \xi) is bounded and increasing, so has a limit. It follows that g(T) can be defined by g(T)\xi = \lim f_n(T)\xi. If \xi and are vectors in , then \mu_(f) = (f(T) \xi,\eta) defines a bounded linear form \mu_ on . By the Riesz representation theorem \mu_ = d\rho_ for a unique normalised function \rho_ of bounded variation on . d\rho_ (or sometimes slightly incorrectly \rho_ itself) is called the spectral measure determined by \xi and . The operator g(T) is accordingly uniquely characterised by the equation (g(T)\xi,\eta) = \mu_(g) = \int_0^1 g(\lambda) \, d\rho_(\lambda). The
spectral projection ''Spectral'' is a 2016 Hungarian-American military science fiction action film co-written and directed by Nic Mathieu. Written with Ian Fried & George Nolfi, the film stars James Badge Dale as DARPA research scientist Mark Clyne, with Max Ma ...
E(\lambda) is defined by E(\lambda) = \chi_(T), so that \rho_(\lambda) = (E(\lambda)\xi,\eta). It follows that g(T) = \int_0^1 g(\lambda) \, dE(\lambda), which is understood in the sense that for any vectors \xi and \eta, (g(T)\xi,\eta) = \int_0^1 g(\lambda)\, d(E(\lambda)\xi,\eta) = \int_0^1 g(\lambda)\, d\rho_ (\lambda). For a single vector \xi, \, \mu_ = \mu_ is a positive form on (in other words proportional to a
probability measure In mathematics, a probability measure is a real-valued function defined on a set of events in a σ-algebra that satisfies Measure (mathematics), measure properties such as ''countable additivity''. The difference between a probability measure an ...
on ) and \rho_ = \rho_ is non-negative and non-decreasing. Polarisation shows that all the forms \mu_ can naturally be expressed in terms of such positive forms, since \mu_ = \frac\left(\mu_+i\mu_-\mu_-i\mu_\right) If the vector \xi is such that the
linear span In mathematics, the linear span (also called the linear hull or just span) of a set S of elements of a vector space V is the smallest linear subspace of V that contains S. It is the set of all finite linear combinations of the elements of , and ...
of the vectors (T^n\xi) is dense in , i.e. \xi is a ''cyclic vector'' for T, then the map U defined by U(f) = f(T)\xi, \, C ,1\rightarrow H satisfies (Uf_1,Uf_2)= \int_0^1 f_1(\lambda) \overline \, d\rho_\xi(\lambda). Let L_2( ,1 d\rho_\xi) denote the Hilbert space completion of C ,1/math> associated with the possibly degenerate inner product on the right hand side. Thus U extends to a
unitary transformation In mathematics, a unitary transformation is a linear isomorphism that preserves the inner product: the inner product of two vectors before the transformation is equal to their inner product after the transformation. Formal definition More precise ...
of L_2( ,1 \rho_\xi) onto . U T U^\ast is then just multiplication by \lambda on L_2( ,1 d\rho_\xi); and more generally U f(T) U^\ast is multiplication by f(\lambda). In this case, the support of d\rho_\xi is exactly \sigma(T), so that


Weyl–Titchmarsh–Kodaira theory

The eigenfunction expansion associated with singular differential operators of the form Df = -(pf')' + qf on an open interval requires an initial analysis of the behaviour of the fundamental eigenfunctions near the endpoints and to determine possible
boundary condition In the study of differential equations, a boundary-value problem is a differential equation subjected to constraints called boundary conditions. A solution to a boundary value problem is a solution to the differential equation which also satis ...
s there. Unlike the regular Sturm–Liouville case, in some circumstances spectral values of can have multiplicity 2. In the development outlined below standard assumptions will be imposed on and that guarantee that the spectrum of has multiplicity one everywhere and is bounded below. This includes almost all important applications; modifications required for the more general case will be discussed later. Having chosen the boundary conditions, as in the classical theory the resolvent of , for large and positive, is given by an operator corresponding to a Green's function constructed from two fundamental eigenfunctions. In the classical case was a compact self-adjoint operator; in this case is just a self-adjoint bounded operator with . The abstract theory of spectral measure can therefore be applied to to give the eigenfunction expansion for . The central idea in the proof of Weyl and Kodaira can be explained informally as follows. Assume that the spectrum of lies in and that and let E(\lambda) = \chi_(T) be the spectral projection of corresponding to the interval . For an arbitrary function define f(x,\lambda) = (E(\lambda)f)(x). may be regarded as a differentiable map into the space of functions of bounded variation ρ; or equivalently as a differentiable map x\mapsto (d_\lambda f)(x) into the Banach space of bounded linear functionals on whenever is a compact subinterval of . Weyl's fundamental observation was that satisfies a second order ordinary differential equation taking values in : D (d_\lambda f) = \lambda \cdot d_\lambda f. After imposing initial conditions on the first two derivatives at a fixed point , this equation can be solved explicitly in terms of the two fundamental eigenfunctions and the "initial value" functionals (d_\lambda f)(c) = d_\lambda f(c,\cdot), \quad (d_\lambda f)^\prime(c) = d_\lambda f_x(c,\cdot). This point of view may now be turned on its head: and may be written as f(c,\lambda) = (f,\xi_1(\lambda)), \quad f_x(c,\lambda) = (f,\xi_2(\lambda)), where and are given purely in terms of the fundamental eigenfunctions. The functions of bounded variation \sigma_(\lambda) = (\xi_i(\lambda),\xi_j(\lambda)) determine a spectral measure on the spectrum of and can be computed explicitly from the behaviour of the fundamental eigenfunctions (the Titchmarsh–Kodaira formula).


Limit circle and limit point for singular equations

Let be a continuous real-valued function on and let be the second order differential operator Df = -f'' + qf on . Fix a point in and, for complex , let \varphi_\lambda, \theta_\lambda be the unique fundamental eigenfunctions of on satisfying (D-\lambda)\varphi_\lambda = 0, \quad (D-\lambda)\theta_\lambda =0 together with the initial conditions at \varphi_\lambda(c) = 1,\, \varphi_\lambda'(c) = 0, \, \theta_\lambda(c) = 0, \, \theta_\lambda'(c) = 1. Then their Wronskian satisfies W(\varphi_\lambda,\theta_\lambda) = \varphi_\lambda\theta_\lambda'- \theta_\lambda \varphi_\lambda' \equiv 1, since it is constant and equal to 1 at . Let be non-real and . If the complex number \mu is such that f = \varphi + \mu \theta satisfies the boundary condition \cos\beta\, f(x) - \sin\beta\, f'(x) = 0 for some \beta (or, equivalently, f'(x) / f(x) is real) then, using integration by parts, one obtains \operatorname(\lambda) \int_c^x , \varphi +\mu \theta, ^2 = \operatorname(\mu). Therefore, the set of satisfying this equation is not empty. This set is a
circle A circle is a shape consisting of all point (geometry), points in a plane (mathematics), plane that are at a given distance from a given point, the Centre (geometry), centre. The distance between any point of the circle and the centre is cal ...
in the complex -plane. Points in its interior are characterized by \int_c^x , \varphi + \mu \theta, ^2 < if and by \int_x^c , \varphi + \mu \theta, ^2 < if . Let be the closed disc enclosed by the circle. By definition these closed discs are nested and decrease as approaches or . So in the limit, the circles tend either to a limit circle or a limit point at each end. If \mu is a limit point or a point on the limit circle at or , then f = \varphi + \mu\theta is
square integrable In mathematics, a square-integrable function, also called a quadratically integrable function or L^2 function or square-summable function, is a real- or complex-valued measurable function for which the integral of the square of the absolute value ...
() near or , since \mu lies in for all (in the ∞ case) and so \int_c^x , \varphi +\mu \theta, ^2 < is bounded independent of . In particular:. * there are always non-zero solutions of which are square integrable near resp. ; * in the limit circle case all solutions of are square integrable near resp. . The radius of the disc can be calculated to be \left, \ and this implies that in the limit point case \theta cannot be square integrable near resp. . Therefore, we have a converse to the second statement above: * in the limit point case there is exactly one non-zero solution (up to scalar multiples) of Df = λf which is square integrable near resp. . On the other hand, if for another value , then h(x) = g(x) -(\lambda^\prime-\lambda) \int_c^x (\varphi_\lambda(x) \theta_\lambda(y) - \theta_\lambda(x)\varphi_\lambda(y))g(y)\, dy satisfies , so that g(x )= c_1 \varphi_\lambda + c_2 \theta_\lambda + (\lambda^\prime-\lambda) \int_c^x (\varphi_\lambda(x) \theta_\lambda(y) - \theta_\lambda(x)\varphi_\lambda(y))g(y)\, dy. This formula may also be obtained directly by the variation of constant method from . Using this to estimate , it follows that * the limit point/limit circle behaviour at or is independent of the choice of . More generally if for some function , then g(x)=c_1 \varphi_\lambda + c_2 \theta_\lambda - \int_c^x (\varphi_\lambda(x) \theta_\lambda(y) - \theta_\lambda(x) \varphi_\lambda(y)) r(y) g(y)\, dy. From this it follows that * if is continuous at , then is limit point or limit circle at precisely when is, so that in particular * if is continuous at , then is limit point at if and only if . Similarly * if has a finite limit at , then is limit point or limit circle at precisely when is, so that in particular * if has a finite limit at , then is limit point at . Many more elaborate criteria to be limit point or limit circle can be found in the mathematical literature.


Green's function (singular case)

Consider the differential operator D_0 f = -(p_0 f')' + q_0 f on with positive and continuous on and continuously differentiable in , positive in and . Moreover, assume that after reduction to standard form becomes the equivalent operator Df= -f'' + qf on where has a finite limit at . Thus * is limit point at . At 0, may be either limit circle or limit point. In either case there is an eigenfunction with and square integrable near . In the limit circle case, determines a
boundary condition In the study of differential equations, a boundary-value problem is a differential equation subjected to constraints called boundary conditions. A solution to a boundary value problem is a solution to the differential equation which also satis ...
at : W(f,\Phi_0)(0) = 0. For complex , let and satisfy * , * square integrable near infinity * square integrable at if is ''limit point'' * satisfies the boundary condition above if is ''limit circle''. Let \omega(\lambda) = W(\Phi_\lambda,\Chi_\lambda), a constant which vanishes precisely when and are proportional, i.e. is an
eigenvalue In linear algebra, an eigenvector ( ) or characteristic vector is a vector that has its direction unchanged (or reversed) by a given linear transformation. More precisely, an eigenvector \mathbf v of a linear transformation T is scaled by a ...
of for these boundary conditions. On the other hand, this cannot occur if or if is negative. Indeed, if with , then by Green's formula , since is constant. So must be real. If is taken to be real-valued in the realization, then for _0 f f'x^y = \int_x^y (q_0 -\lambda), f, ^2 + p_0 (f')^2 . Since and is integrable near , must vanish at . Setting , it follows that , so that is increasing, contradicting the square integrability of near . Thus, adding a positive scalar to , it may be assumed that \omega(\lambda) \neq 0 ~~ \text \lambda \notin [1, \infty). If , the
Green's function In mathematics, a Green's function (or Green function) is the impulse response of an inhomogeneous linear differential operator defined on a domain with specified initial conditions or boundary conditions. This means that if L is a linear dif ...
at is defined by G_\lambda(x,y) = \begin \Phi_\lambda(x) \Chi_\lambda(y)/\omega(\lambda) & (x\le y), \\ ex\Chi_\lambda(x) \Phi_\lambda(y)/\omega(\lambda) & (x\ge y). \end and is independent of the choice of and . In the examples there will be a third "bad" eigenfunction defined and holomorphic for not in such that satisfies the boundary conditions at neither nor . This means that for not in * is nowhere vanishing; * is nowhere vanishing. In this case is proportional to , where m(\lambda) = - W(\Phi_\lambda, \Chi_\lambda) / W(\Psi_\lambda, \Chi_\lambda). Let be the space of square integrable continuous functions on and let be * the space of functions on of compact support if is limit point at * the space of functions on with at and with near if is limit circle at . Define by (Tf)(x) =\int_0^\infty G_0(x,y)f(y) \, dy. Then on , on and the operator is bounded below on : (Df,f) \ge (f,f). Thus is a self-adjoint bounded operator with . Formally . The corresponding operators defined for not in can be formally identified with (D-\lambda)^ = T(I-\lambda T)^ and satisfy on , on .


Spectral theorem and Titchmarsh–Kodaira formula

Kodaira gave a streamlined version of Weyl's original proof. ( M.H. Stone had previously shown how part of Weyl's work could be simplified using von Neumann's spectral theorem.) In fact for with , the spectral projection of is defined by E(\lambda) =\chi_(T) It is also the spectral projection of corresponding to the interval . For in define f(x,\lambda) = (E(\lambda)f)(x). may be regarded as a differentiable map into the space of functions of bounded variation; or equivalently as a differentiable map x \mapsto (d_\lambda f)(x) into the Banach space of bounded linear functionals on for any compact subinterval of . The functionals (or measures) satisfies the following -valued second order ordinary differential equation: D (d_\lambda f) = \lambda \cdot d_\lambda f, with initial conditions at in (d_\lambda f)(c)= d_\lambda f(c,\cdot)=\mu^, \quad (d_\lambda f)^\prime(c)= d_\lambda f_x(c,\cdot)=\mu^. If and are the special eigenfunctions adapted to , then d_\lambda f (x) = \varphi_\lambda(x) \mu^ + \chi_\lambda(x) \mu^. Moreover, \mu^= d_\lambda (f,\xi^_\lambda), where \xi^_\lambda = D E(\lambda) \eta^, with \eta_z^(y) = G_z(c,y), \,\,\,\, \eta_z^(x)=\partial_x G_z(c,y), \,\,\,\, (z \notin [1,\infty)). (As the notation suggests, and do not depend on the choice of .) Setting \sigma_(\lambda) = (\xi^_\lambda, \xi^_\lambda), it follows that d_\lambda (E(\lambda)\eta_z^,\eta_z^) = , \lambda - z, ^ \cdot d_\lambda \sigma_(\lambda). On the other hand, there are holomorphic functions , such that * is proportional to ; * is proportional to . Since , the Green's function is given by G_\lambda(x,y) = \begin \dfrac & (x\le y), \\ ex\dfrac & (y\le x). \end Direct calculation shows that (\eta_z^,\eta_z^) = \operatorname M_(z)/ \operatorname z, where the so-called is given by M_(z)= \frac,\,\, M_(z) = M_(z) = \frac, \,\, M_(z) = \frac. Hence \int_^\infty (\operatorname z)\cdot, \lambda-z, ^\, d\sigma_(\lambda) = \operatorname M_(z), which immediately implies \sigma_(\lambda) = \lim_ \lim_ \int_\delta^ \operatorname M_(t +i\varepsilon)\, dt. (This is a special case of the Stieltjes transformation, "Stieltjes inversion formula".) Setting and , it follows that (E(\mu)f)(x) = \sum_\int_0^\mu \int_0^\infty\psi^_\lambda(x)\psi^_\lambda(y) f(y) \, dy \, d\sigma_(\lambda) = \int_0^\mu \int_0^\infty\Phi_\lambda(x) \Phi_\lambda(y) f(y)\, dy \, d\rho(\lambda). This identity is equivalent to the spectral theorem and Titchmarsh–Kodaira formula.


Application to the hypergeometric equation

The Mehler–Fock transform concerns the eigenfunction expansion associated with the Legendre differential operator Df = -((x^2-1) f')' =-(x^2-1)f'' -2x f' on . The eigenfunctions are the
Legendre function In physical science and mathematics, the Legendre functions , and associated Legendre functions , , and Legendre functions of the second kind, , are all solutions of Legendre's differential equation. The Legendre polynomials and the associated ...
s P_(\cosh r) = \int_0^ \left( \right)^\, d\theta with eigenvalue . The two Mehler–Fock transformations are Uf(\lambda) = \int_1^\infty f(x)\, P_(x) \, dx and U^g(x)=\int_0^\infty g(\lambda) \, \tanh \pi \sqrt\,d\lambda. (Often this is written in terms of the variable .) Mehler and Fock studied this differential operator because it arose as the radial component of the Laplacian on 2-dimensional hyperbolic space. More generally, consider the group consisting of complex matrices of the form \begin \alpha & \beta \\ \overline & \overline \end with determinant .


Application to the hydrogen atom


Generalisations and alternative approaches

A Weyl function can be defined at a singular endpoint giving rise to a singular version of Weyl–Titchmarsh–Kodaira theory. this applies for example to the case of radial Schrödinger operators Df = -f'' + \frac f+ V(x) f, \qquad x\in(0,\infty) The whole theory can also be extended to the case where the coefficients are allowed to be measures.


Gelfand–Levitan theory


Notes


References


Citations


Bibliography

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