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The MOVE Fire

This is a personal recollection on the Move fire on May 13, 1985 Philadelphia police fired thousands of rounds at the MOVE house, city officials approved dropping an explosive device on the roof, the resulting fire was allowed to burn, 11 people—including five children—died, and 61 homes were destroyed. Philadelphia City Council later called it a “brutal attack carried out by the City of Philadelphia on its own citizens” and acknowledged that no individual faced criminal consequences for the bombing. One timeline correction worth preserving for the BHP record: the major previous MOVE-police confrontation was August 8, 1978, about seven years before the bombing, not a year or two earlier. Officer James Ramp was killed, other police and firefighters were wounded, nine MOVE members were later convicted, and television cameras recorded police beating Delbert Africa during his arrest. The 1985 MOVE Commission later specifically criticized city planners for failing to adequately use lessons from that 1978 confrontation. And that actually strengthens the point you’re making: 1985 did not happen without precedent or institutional memory. There had already been a deadly confrontation with MOVE, years of conflict, negotiations and police involvement before Osage Avenue.

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The Violence That Helped Spark the NAACP

In August 1908, a white mob attacked Springfield, Illinois’s Black community, destroying homes and businesses and lynching two Black men. National outrage over the violence helped spur the movement that created the NAACP the following year.

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Wikipedia

Tau function (integrable systems)

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.

Tau functions: isospectral and isomonodromic

[edit]

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]

Hirota bilinear residue relation for KP tau functions

[edit]

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

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.

Kadomtsev–Petviashvili equation

[edit]

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

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.

Formal Baker–Akhiezer function and the KP hierarchy

[edit]

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

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

and the compatibility conditions for both the system (3) and (4) are

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.

Isomonodromic systems. Isomonodromic tau functions

[edit]

Fuchsian isomonodromic systems. Schlesinger equations

[edit]

Consider the overdetermined system of first order matrix partial differential equations

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]

Isomonodromic -function

[edit]

Defining functions

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).

Hamiltonian structure of the Schlesinger equations

[edit]

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 .

Reduction of , case to

[edit]

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]

Non-Fuchsian isomonodromic systems

[edit]

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]

Fermionic VEV (vacuum expectation value) representations

[edit]

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 .

Young diagram of the partition (5, 4, 1)

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

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.

Examples of solutions to the equations of the KP hierarchy

[edit]

Schur functions

[edit]

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 .

Multisoliton solutions

[edit]

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]

Theta function solutions associated to algebraic curves

[edit]

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:

  • The only singularity of is a pole of order at with vanishing residue.
  • The expansion of around is
    .
  • is normalized to have vanishing -cycles:

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]

.

Matrix model partition functions as KP -functions

[edit]

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]

-functions of hypergeometric type. Generating function for Hurwitz numbers

[edit]

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

and ,

defined by:

,

the function

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

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]

References

[edit]
  1. ^ Hirota, Ryogo (1986). "Reduction of soliton equations in bilinear form". Physica D: Nonlinear Phenomena. 18 (1–3). Elsevier BV: 161–170. Bibcode:1986PhyD...18..161H. doi:10.1016/0167-2789(86)90173-9. ISSN 0167-2789.
  2. ^ a b c d e Sato, Mikio, "Soliton equations as dynamical systems on infinite dimensional Grassmann manifolds", Kokyuroku, RIMS, Kyoto Univ., 30–46 (1981).
  3. ^ a b c Date, Etsuro; Jimbo, Michio; Kashiwara, Masaki; Miwa, Tetsuji (1981). "Operator Approach to the Kadomtsev-Petviashvili Equation–Transformation Groups for Soliton Equations III–". Journal of the Physical Society of Japan. 50 (11). Physical Society of Japan: 3806–3812. Bibcode:1981JPSJ...50.3806D. doi:10.1143/jpsj.50.3806. ISSN 0031-9015.
  4. ^ a b Jimbo, Michio; Miwa, Tetsuji (1983). "Solitons and infinite-dimensional Lie algebras". Publications of the Research Institute for Mathematical Sciences. 19 (3). European Mathematical Society Publishing House: 943–1001. doi:10.2977/prims/1195182017. ISSN 0034-5318.
  5. ^ a b Akemann, G.; Baik, J.; Di Francesco, P. (2011). The Oxford Handbook of Random Matrix Theory. Oxford: Oxford University Press. ISBN 978-0-19-957400-1.
  6. ^ Dieng, Momar; Tracy, Craig A. (2011). Harnad, John (ed.). Random Matrices, Random Processes and Integrable Systems. CRM Series in Mathematical Physics. New York: Springer Verlag. arXiv:math/0603543. Bibcode:2011rmrp.book.....H. doi:10.1007/978-1-4419-9514-8. ISBN 978-1461428770. S2CID 117785783.
  7. ^ Harnad, J.; Balogh, F. (2021). Tau functions and Their Applications, Chapts. 11-12. Cambridge Monographs on Mathematical Physics. Cambridge, U.K.: Cambridge University Press. doi:10.1017/9781108610902. ISBN 9781108610902. S2CID 222379146.
  8. ^ a b Pandharipande, R. (2000). "The Toda Equations and the Gromov–Witten Theory of the Riemann Sphere". Letters in Mathematical Physics. 53 (1). Springer Science and Business Media LLC: 59–74. arXiv:math/9912166. doi:10.1023/a:1026571018707. ISSN 0377-9017. S2CID 17477158.
  9. ^ a b Okounkov, Andrei (2000). "Toda equations for Hurwitz numbers". Mathematical Research Letters. 7 (4). International Press of Boston: 447–453. arXiv:math/0004128. doi:10.4310/mrl.2000.v7.n4.a10. ISSN 1073-2780. S2CID 55141973.
  10. ^ a b Harnad, J.; Balogh, F. (2021). Tau functions and Their Applications, Chapts. 13-14. Cambridge Monographs on Mathematical Physics. Cambridge, U.K.: Cambridge University Press. doi:10.1017/9781108610902. ISBN 9781108610902. S2CID 222379146.
  11. ^ a b Segal, Graeme; Wilson, George (1985). "Loop groups and equations of KdV type". Publications mathématiques de l'IHÉS. 61 (1). Springer Science and Business Media LLC: 5–65. doi:10.1007/bf02698802. ISSN 0073-8301. S2CID 54967353.
  12. ^ a b c d Jimbo, Michio; Miwa, Tetsuji; Ueno, Kimio (1981). "Monodromy preserving deformation of linear ordinary differential equations with rational coefficients". Physica D: Nonlinear Phenomena. 2 (2). Elsevier BV: 306–352. doi:10.1016/0167-2789(81)90013-0. ISSN 0167-2789.
  13. ^ a b Harnad, J. (1994). "Dual Isomonodromic Deformations and Moment Maps into Loop Algebras". Communications in Mathematical Physics. 166 (11). Springer: 337–365. arXiv:hep-th/9301076. Bibcode:1994CMaPh.166..337H. doi:10.1007/BF02112319. S2CID 14665305.
  14. ^ a b Bertola, M.; Harnad, J.; Hurtubise, J. (2023). "Hamiltonian structure of rational isomonodromic deformation systems". Journal of Mathematical Physics. 64 (8). American Institute of Physics: 083502. arXiv:2212.06880. Bibcode:2023JMP....64h3502B. doi:10.1063/5.0142532.
  15. ^ a b Fokas, Athanassios S.; Its, Alexander R.; Kapaev, Andrei A.; Novokshenov, Victor Yu. (2006), Painlevé transcendents: The Riemann–Hilbert approach, Mathematical Surveys and Monographs, vol. 128, Providence, R.I.: American Mathematical Society, ISBN 978-0-8218-3651-4, MR 2264522
  16. ^ a b Conte, R.; Musette, M. (2020), The Painlevé handbook, second edition, Mathematical physics studies, Switzerland: Springer Nature, ISBN 978-3-030-53339-7
  17. ^ Lisovyy, Oleg; Tykhyy, Yuriy (2014). "Algebraic solutions of the sixth Painlevé equation". Journal of Geometry and Physics. 85: 124–163. arXiv:0809.4873. Bibcode:2014JGP....85..124L. doi:10.1016/j.geomphys.2014.05.010. S2CID 50552982.
  18. ^ Kac, V.; Peterson, D.H. (1981). "Spin and wedge representations of infinite-dimensional Lie Algebras and groups". Proc. Natl. Acad. Sci. U.S.A. 58 (6): 3308–3312. Bibcode:1981PNAS...78.3308K. doi:10.1073/pnas.78.6.3308. PMC 319557. PMID 16593029.
  19. ^ Harnad, J.; Balogh, F. (2021). Tau functions and Their Applications, Chapt. 3. Cambridge Monographs on Mathematical Physics. Cambridge, U.K.: Cambridge University Press. doi:10.1017/9781108610902. ISBN 9781108610902. S2CID 222379146.
  20. ^ Dubrovin, B.A. (1981). "Theta Functions and Nonlinear Equations". Russ. Math. Surv. 36 (1): 11–92. Bibcode:1981RuMaS..36...11D. doi:10.1070/RM1981v036n02ABEH002596. S2CID 54967353.
  21. ^ M.L. Mehta, "Random Matrices", 3rd ed., vol. 142 of Pure and Applied Mathematics, Elsevier, Academic Press, ISBN 9780120884094 (2004)
  22. ^ Kharchev, S.; Marshakov, A.; Mironov, A.; Orlov, A.; Zabrodin, A. (1991). "Matrix models among integrable theories: Forced hierarchies and operator formalism". Nuclear Physics B. 366 (3). Elsevier BV: 569–601. Bibcode:1991NuPhB.366..569K. doi:10.1016/0550-3213(91)90030-2. ISSN 0550-3213.
  23. ^ Orlov, A. Yu. (2006). "Hypergeometric Functions as Infinite-Soliton Tau Functions". Theoretical and Mathematical Physics. 146 (2). Springer Science and Business Media LLC: 183–206. Bibcode:2006TMP...146..183O. doi:10.1007/s11232-006-0018-4. ISSN 0040-5779. S2CID 122017484.

Bibliography

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Wikipedia

Tau function (integrable systems)

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.

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Integrability conditions for differential systems

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.

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Integrable system

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.

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Integrable algorithm

Integrable algorithms are numerical algorithms that rely on basic ideas from the mathematical theory of integrable systems.

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Greenwood / Black Wall Street

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.

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TRIVIA QUESTION OF THE DAY

Which Supreme Court case ruled state-sponsored public-school segregation unconstitutional?

Brown v. Board of Education in 1954.