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This is a personal recollection on the Move fire on May 13, 1985
Tau functions are an important ingredient in the modern mathematical theory of integrable systems, and have numerous applications in a variety of other domains. They were originally introduced by Ryogo Hirota[1] in his direct method approach to soliton equations, based on expressing them in an equivalent bilinear form.
The term tau function, or -function, was first used systematically by Mikio Sato[2] and his students[3][4] in the specific context of the Kadomtsev–Petviashvili (or KP) equation and related integrable hierarchies. It is a central ingredient in the theory of solitons. In this setting, given any -function satisfying a Hirota-type system of bilinear equations (see § Hirota bilinear residue relation for KP tau functions below), the corresponding solutions of the equations of the integrable hierarchy are explicitly expressible in terms of it and its logarithmic derivatives up to a finite order. Tau functions also appear as matrix model partition functions in the spectral theory of random matrices,[5][6][7] and may also serve as generating functions, in the sense of combinatorics and enumerative geometry, especially in relation to moduli spaces of Riemann surfaces, and enumeration of branched coverings, or so-called Hurwitz numbers.[8][9][10]
There are two notions of -functions, both introduced by the Sato school. The first is isospectral -functions of the Sato–Segal–Wilson type[2][11] for integrable hierarchies, such as the KP hierarchy, which are parametrized by linear operators satisfying isospectral deformation equations of Lax type. The second is isomonodromic -functions.[12]
Depending on the specific application, a -function may either be: 1) an analytic function of a finite or infinite number of independent, commuting flow variables, or deformation parameters; 2) a discrete function of a finite or infinite number of denumerable variables; 3) a formal power series expansion in a finite or infinite number of expansion variables, which need have no convergence domain, but serves as generating function for certain enumerative invariants appearing as the coefficients of the series; 4) a finite or infinite (Fredholm) determinant whose entries are either specific polynomial or quasi-polynomial functions, or parametric integrals, and their derivatives; 5) the Pfaffian of a skew symmetric matrix (either finite or infinite dimensional) with entries similarly of polynomial or quasi-polynomial type. Examples of all these types are given below.
In the Hamilton–Jacobi approach to Liouville integrable Hamiltonian systems, Hamilton's principal function, evaluated on the level surfaces of a complete set of Poisson commuting invariants, plays a role similar to the -function, serving both as a generating function for the canonical transformation to linearizing canonical coordinates and, when evaluated on simultaneous level sets of a complete set of Poisson commuting invariants, as a complete solution of the Hamilton–Jacobi equation.
A -function of isospectral type is defined as a solution of the Hirota bilinear equations (see § Hirota bilinear residue relation for KP tau functions below), from which the linear operator undergoing isospectral evolution can be uniquely reconstructed. Geometrically, in the Sato[2] and Segal-Wilson[11] sense, it is the value of the determinant of a Fredholm integral operator, interpreted as the orthogonal projection of an element of a suitably defined (infinite dimensional) Grassmann manifold onto the origin, as that element evolves under the linear exponential action of a maximal abelian subgroup of the general linear group. It typically arises as a partition function, in the sense of statistical mechanics, many-body quantum mechanics or quantum field theory, as the underlying measure undergoes a linear exponential deformation.
Isomonodromic -functions for linear systems of Fuchsian type are defined below in § Fuchsian isomonodromic systems. Schlesinger equations. For the more general case of linear ordinary differential equations with rational coefficients, including irregular singularities, they are developed in reference.[12]
A KP (Kadomtsev–Petviashvili) -function is a function of an infinite collection of variables (called KP flow variables) that satisfies the bilinear formal residue equation
| 1 |
identically in the variables, where is the coefficient in the formal Laurent expansion resulting from expanding all factors as Laurent series in , and
As explained below in the section § Formal Baker-Akhiezer function and the KP hierarchy, every such -function determines a set of solutions to the equations of the KP hierarchy.
If is a KP -function satisfying the Hirota residue equation (1) and we identify the first three flow variables as
it follows that the function
satisfies the (spatial) (time) dimensional nonlinear partial differential equation
| 2 |
known as the Kadomtsev-Petviashvili (KP) equation. This equation plays a prominent role in plasma physics and in shallow water ocean waves.
Taking further logarithmic derivatives of gives an infinite sequence of functions that satisfy further systems of nonlinear autonomous PDE's, each involving partial derivatives of finite order with respect to a finite number of the KP flow parameters . These are collectively known as the KP hierarchy.
If we define the (formal) Baker-Akhiezer function by Sato's formula[2][3]
and expand it as a formal series in the powers of the variable
this satisfies an infinite sequence of compatible evolution equations
| 3 |
where is a linear ordinary differential operator of degree in the variable , with coefficients that are functions of the flow variables , defined as follows
where is the formal pseudo-differential operator
with ,
is the wave operator and denotes the projection to the part of containing purely non-negative powers of ; i.e. the differential operator part of .
The pseudodifferential operator satisfies the infinite system of isospectral deformation equations
| 4 |
and the compatibility conditions for both the system (3) and (4) are
| 5 |
This is a compatible infinite system of nonlinear partial differential equations, known as the KP (Kadomtsev-Petviashvili) hierarchy, for the functions , with respect to the set of independent variables, each of which contains only a finite number of 's, and derivatives only with respect to the three independent variables . The first nontrivial case of these is the Kadomtsev-Petviashvili equation (2).
Thus, every KP -function provides a solution, at least in the formal sense, of this infinite system of nonlinear partial differential equations.
Consider the overdetermined system of first order matrix partial differential equations
| 6 |
| 7 |
where are a set of traceless matrices, a set of complex parameters, a complex variable, and is an invertible matrix valued function of and . These are the necessary and sufficient conditions for the based monodromy representation of the fundamental group of the Riemann sphere punctured at the points corresponding to the rational covariant derivative operator
to be independent of the parameters ; i.e. that changes in these parameters induce an isomonodromic deformation. The compatibility conditions for this system are the Schlesinger equations[12]
| 8 |
Defining functions
| 9 |
the Schlesinger equations (8) imply that the differential form
on the space of parameters is closed:
and hence, locally exact. Therefore, at least locally, there exists a function of the parameters, defined within a multiplicative constant, such that
The function is called the isomonodromic -function associated to the fundamental solution of the system (6), (7).
Defining the Lie Poisson brackets on the space of -tuples of matrices:
and viewing the functions defined in (9) as Hamiltonian functions on this Poisson space, the Schlesinger equations (8) may be expressed in Hamiltonian form as [13] [14]
for any differentiable function .
The simplest nontrivial case of the Schlesinger equations is when and . By applying a Möbius transformation to the variable , two of the finite poles may be chosen to be at and , and the third viewed as the independent variable. Setting the sum of the matrices appearing in (6), which is an invariant of the Schlesinger equations, equal to a constant, and quotienting by its stabilizer under conjugation, we obtain a system equivalent to the most generic case of the six Painlevé transcendent equations, for which many detailed classes of explicit solutions are known.[15][16][17]
For non-Fuchsian systems, with higher order poles, the generalized monodromy data include Stokes matrices and connection matrices, and there are further isomonodromic deformation parameters associated with the local asymptotics, but the isomonodromic -functions may be defined in a similar way, using differentials on the extended parameter space.[12] There is similarly a Poisson bracket structure on the space of rational matrix valued functions of the spectral parameter and corresponding spectral invariant Hamiltonians that generate the isomonodromic deformation dynamics.[13][14]
Taking all possible confluences of the poles appearing in (6) for the and case, including the one at , and making the corresponding reductions, we obtain all other instances of the Painlevé transcendents, for which numerous special solutions are also known.[15][16]
The fermionic Fock space , is a semi-infinite exterior product space [18]
defined on a (separable) Hilbert space with basis elements and dual basis elements for .
The free fermionic creation and annihilation operators act as endomorphisms on via exterior and interior multiplication by the basis elements
and satisfy the canonical anti-commutation relations
These generate the standard fermionic representation of the Clifford algebra on the direct sum , corresponding to the scalar product
with the Fock space as irreducible module. Denote the vacuum state, in the zero fermionic charge sector , as
which corresponds to the Dirac sea of states along the real integer lattice in which all negative integer locations are occupied and all non-negative ones are empty.
This is annihilated by the following operators
The dual fermionic Fock space vacuum state, denoted , is annihilated by the adjoint operators, acting to the left
Normal ordering of a product of linear operators (i.e., finite or infinite linear combinations of creation and annihilation operators) is defined so that its vacuum expectation value (VEV) vanishes
In particular, for a product of a pair of linear operators, one has
The fermionic charge operator is defined as
The subspace is the eigenspace of consisting of all eigenvectors with eigenvalue
The standard orthonormal basis for the zero fermionic charge sector is labelled by integer partitions , where is a weakly decreasing sequence of positive integers, which can equivalently be represented by a Young diagram, as depicted here for the partition .
An alternative notation for a partition consists of the Frobenius indices , where denotes the arm length; i.e. the number of boxes in the Young diagram to the right of the 'th diagonal box, denotes the leg length, i.e. the number of boxes in the Young diagram below the 'th diagonal box, for , where is the Frobenius rank, which is the number of elements along the principal diagonal.
The basis element is then given by acting on the vacuum with a product of pairs of creation and annihilation operators, labelled by the Frobenius indices
The integers indicate, relative to the Dirac sea, the occupied non-negative sites on the integer lattice while indicate the unoccupied negative integer sites. The corresponding diagram, consisting of infinitely many occupied and unoccupied sites on the integer lattice that are a finite perturbation of the Dirac sea are referred to as a Maya diagram.[2]
The case of the null (emptyset) partition gives the vacuum state, and the dual basis is defined by
Any KP -function can be expressed as a sum
| 10 |
where are the KP flow variables, is the Schur function corresponding to the partition , viewed as a function of the normalized power sum variables
in terms of an auxiliary (finite or infinite) sequence of variables and the constant coefficients may be viewed as the Plücker coordinates of an element of the infinite dimensional Grassmannian consisting of the orbit, under the action of the general linear group , of the subspace of the Hilbert space .
This corresponds, under the Bose-Fermi correspondence, to a decomposable element
of the Fock space which, up to projectivization, is the image of the Grassmannian element under the Plücker map
where is a basis for the subspace and denotes projectivization of an element of .
The Plücker coordinates satisfy an infinite set of bilinear relations, the Plücker relations, defining the image of the Plücker embedding into the projectivization of the fermionic Fock space, which are equivalent to the Hirota bilinear residue relation (1).
If for a group element with fermionic representation , then the -function can be expressed as the fermionic vacuum state expectation value (VEV):
where
is the abelian subgroup of that generates the KP flows, and
are the ""current"" components.
As seen in equation (9), every KP -function can be represented (at least formally) as a linear combination of Schur functions, in which the coefficients satisfy the bilinear set of Plucker relations corresponding to an element of an infinite (or finite) Grassmann manifold. In fact, the simplest class of (polynomial) tau functions consists of the Schur functions themselves, which correspond to the special element of the Grassmann manifold whose image under the Plücker map is .
If we choose complex constants with 's all distinct, , and define the functions
we arrive at the Wronskian determinant formula
which gives the general -soliton -function.[3][4][19]
Let be a compact Riemann surface of genus and fix a canonical homology basis of with intersection numbers
Let be a basis for the space of holomorphic differentials satisfying the standard normalization conditions
where is the Riemann matrix of periods. The matrix belongs to the Siegel upper half space
The Riemann function on corresponding to the period matrix is defined to be
Choose a point , a local parameter in a neighbourhood of with and a positive divisor of degree
For any positive integer let be the unique meromorphic differential of the second kind characterized by the following conditions:
Denote by the vector of -cycles of :
Denote the image of under the Abel map
with arbitrary base point .
Then the following is a KP -function:[20]
Let be the Lebesgue measure on the dimensional space of complex Hermitian matrices. Let be a conjugation invariant integrable density function
Define a deformation family of measures
for small and let
be the partition function for this random matrix model.[21][5] Then satisfies the bilinear Hirota residue equation (1), and hence is a -function of the KP hierarchy.[22]
Let be a (doubly) infinite sequence of complex numbers. For any integer partition define the content product coefficient
where the product is over all pairs of positive integers that correspond to boxes of the Young diagram of the partition , viewed as positions of matrix elements of the corresponding matrix. Then, for every pair of infinite sequences and of complex variables, viewed as (normalized) power sums of the infinite sequence of auxiliary variables
defined by:
the function
| 11 |
is a double KP -function, both in the and the variables, known as a -function of hypergeometric type.[23]
In particular, choosing
for some small parameter , denoting the corresponding content product coefficient as and setting
the resulting -function can be equivalently expanded as
| 12 |
where are the simple Hurwitz numbers, which are times the number of ways in which an element of the symmetric group in elements, with cycle lengths equal to the parts of the partition , can be factorized as a product of -cycles
and
is the power sum symmetric function. Equation (12) thus shows that the (formal) KP hypergeometric -function (11) corresponding to the content product coefficients is a generating function, in the combinatorial sense, for simple Hurwitz numbers.[8][9][10]
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Tau functions are an important ingredient in the modern mathematical theory of integrable systems, and have numerous applications in a variety of other domains. They were originally introduced by Ryogo Hirota in his direct method approach to soliton equations, based on expressing them in an equivalent bilinear form. The term tau function, or τ {\displaystyle \tau } -function, was first used systematically by Mikio Sato and his students in the specific context of the Kadomtsev–Petviashvili (or KP) equation and related integrable hierarchies. It is a central ingredient in the theory of solitons. In this setting, given any τ {\displaystyle \tau } -function satisfying a Hirota-type system of bilinear equations (see § Hirota bilinear residue relation for KP tau functions below), the corresponding solutions of the equations of the integrable hierarchy are explicitly expressible in terms of it and its logarithmic derivatives up to a finite order. Tau functions also appear as matrix model partition functions in the spectral theory of random matrices, and may also serve as generating functions, in the sense of combinatorics and enumerative geometry, especially in relation to moduli spaces of Riemann surfaces, and enumeration of branched coverings, or so-called Hurwitz numbers. There are two notions of τ {\displaystyle \tau } -functions, both introduced by the Sato school. The first is isospectral τ {\displaystyle \tau } -functions of the Sato–Segal–Wilson type for integrable hierarchies, such as the KP hierarchy, which are parametrized by linear operators satisfying isospectral deformation equations of Lax type. The second is isomonodromic τ {\displaystyle \tau } -functions. Depending on the specific application, a τ {\displaystyle \tau } -function may either be: 1) an analytic function of a finite or infinite number of independent, commuting flow variables, or deformation parameters; 2) a discrete function of a finite or infinite number of denumerable variables; 3) a formal power series expansion in a finite or infinite number of expansion variables, which need have no convergence domain, but serves as generating function for certain enumerative invariants appearing as the coefficients of the series; 4) a finite or infinite (Fredholm) determinant whose entries are either specific polynomial or quasi-polynomial functions, or parametric integrals, and their derivatives; 5) the Pfaffian of a skew symmetric matrix (either finite or infinite dimensional) with entries similarly of polynomial or quasi-polynomial type. Examples of all these types are given below. In the Hamilton–Jacobi approach to Liouville integrable Hamiltonian systems, Hamilton's principal function, evaluated on the level surfaces of a complete set of Poisson commuting invariants, plays a role similar to the τ {\displaystyle \tau } -function, serving both as a generating function for the canonical transformation to linearizing canonical coordinates and, when evaluated on simultaneous level sets of a complete set of Poisson commuting invariants, as a complete solution of the Hamilton–Jacobi equation.
In mathematics, certain systems of partial differential equations are usefully formulated, from the point of view of their underlying geometric and algebraic structure, in terms of a system of differential forms. The idea is to take advantage of the way a differential form restricts to a submanifold, and the fact that this restriction is compatible with the exterior derivative. This is one possible approach to certain over-determined systems, for example, including Lax pairs of integrable systems.
In mathematics, integrability is a property of certain dynamical systems, that means very roughly that the solutions of the system are "simple" enough that they can be written down exactly (in principle). More precisely, while there are several distinct formal definitions, an integrable system can be thought of as a dynamical system with sufficiently many conserved quantities, or first integrals, that its motion is confined to a submanifold of much smaller dimensionality than that of its phase space. Integrable systems are in this sense the opposite of chaotic systems, where small changes in initial conditions create wild deviations in the phase space behavior of solutions. Three features are often referred to as characterizing integrable systems: the existence of a maximal set of conserved quantities (the usual defining property of complete integrability) the existence of algebraic invariants, having a basis in algebraic geometry (a property known sometimes as algebraic integrability) the explicit determination of solutions in an explicit functional form (not an intrinsic property, but something often referred to as solvability) Integrable systems may be seen as very different in qualitative character from more generic dynamical systems, which are more typically chaotic systems. The latter generally have no conserved quantities, and are asymptotically intractable, since an arbitrarily small perturbation in initial conditions may lead to arbitrarily large deviations in their trajectories over a sufficiently large time. Many systems studied in physics are completely integrable, in particular, in the Hamiltonian sense, the key example being multi-dimensional harmonic oscillators. Another standard example is planetary motion about either one fixed center (e.g., the sun) or two. Other elementary examples include the motion of a rigid body about its center of mass (the Euler top) and the motion of an axially symmetric rigid body about a point in its axis of symmetry (the Lagrange top). In the late 1960s, it was realized that there are completely integrable systems in physics having an infinite number of degrees of freedom, such as some models of shallow water waves (Korteweg–de Vries equation), the Kerr effect in optical fibres, described by the nonlinear Schrödinger equation, and certain integrable many-body systems, such as the Toda lattice. The modern theory of integrable systems was revived with the numerical discovery of solitons by Martin Kruskal and Norman Zabusky in 1965, which led to the inverse scattering transform method in 1967. In the special case of Hamiltonian systems, if there are enough independent Poisson commuting first integrals for the flow parameters to be able to serve as a coordinate system on the invariant level sets (the leaves of the Lagrangian foliation), and if the flows are complete and the energy level set is compact, this implies the Liouville–Arnold theorem; i.e., the existence of action-angle variables. General dynamical systems have no such conserved quantities; in the case of autonomous Hamiltonian systems, the energy is generally the only one, and on the energy level sets, the flows are typically chaotic. A key ingredient in characterizing integrable systems is the Frobenius theorem, which states that a system is Frobenius integrable (i.e., is generated by an integrable distribution) if, locally, it has a foliation by maximal integral manifolds. But integrability, in the sense of dynamical systems, is a global property, not a local one, since it requires that the foliation be a regular one, with the leaves embedded submanifolds. Integrability does not necessarily imply that generic solutions can be explicitly expressed in terms of some known set of special functions; it is an intrinsic property of the geometry and topology of the system, and the nature of the dynamics.
Integrable algorithms are numerical algorithms that rely on basic ideas from the mathematical theory of integrable systems.
Before the 1921 destruction of Tulsa’s Greenwood District, Black residents had created a remarkable center of business and community life. The district included stores, professional offices, entertainment venues and homes owned by Black citizens. Understanding Greenwood means learning what was built—not only what was burned.
MORE →Brown v. Board of Education in 1954.