Elliptic partial differential equation explained
In mathematics, an elliptic partial differential equation is a type of partial differential equation (PDE). In mathematical modeling, elliptic PDEs are frequently used to model steady states, unlike parabolic PDE and hyperbolic PDE which generally model phenomena that change in time. They are also important in pure mathematics, where they are fundamental to various fields of research such as differential geometry and optimal transport.
Definition
Elliptic differential equations appear in many different contexts and levels of generality.
First consider a second-order linear PDE in two variables, written in the formwhere,,,,,, and are functions of and, using subscript notation for the partial derivatives. The PDE is called elliptic ifwith this naming convention inspired by the equation for a planar ellipse. Equations with
are termed
parabolic while those with
are
hyperbolic.
For a general linear second-order PDE, the "unknown" function can be a function of any number of independent variables; the equation is of the formwhere,, and are functions defined on the domain subject to the symmetry . This equation is called elliptic if, when is viewed as a function on the domain valued in the space of symmetric matrices, all of the eigenvalues are greater than some set positive number. Equivalently, this means that there is a positive number such thatfor any point in the domain and any real numbers .
The simplest example of a second-order linear elliptic PDE is the Laplace equation, in which is zero if and is one otherwise, and where . The Poisson equation is a slightly more general second-order linear elliptic PDE, in which is not required to vanish. For both of these equations, the ellipticity constant can be taken to be .
The terminology elliptic partial differential equation is not used consistently throughout the literature. What is called "elliptic" by some authors is called strictly elliptic or uniformly elliptic by others.[1]
Nonlinear and higher-order equations
Ellipticity can also be formulated for much more general classes of equations. For the most general second-order PDE, which is of the form
for some given function,
ellipticity is defined by
linearizing the equation and applying the above linear definition. Since linearization is done at a particular function, this means that ellipticity of a nonlinear second-order PDE depends not only on the equation itself but also on the solutions under consideration. For example, in the simplest kind of
Monge–Ampère equation, the
determinant of the
hessian matrix of a function is prescribed:
As follows from
Jacobi's formula for the derivative of a determinant, this equation is elliptic if is a positive function and solutions satisfy the constraint of being
uniformly convex.
There are also higher-order elliptic PDE, the simplest example being the fourth-order biharmonic equation. Even more generally, there is an important class of elliptic systems which consist of coupled partial differential equations for multiple 'unknown' functions. For example, the Cauchy–Riemann equations from complex analysis can be viewed as a first-order elliptic system for a pair of two-variable functions.
Moreover, the class of elliptic PDE (of any order, including systems) is subject to various notions of weak solutions, i.e., reformulating the above equations in such a way that allows for solutions to have various irregularities (e.g. non-differentiability, singularities or discontinuities) while still adhering to the laws of physics. Additionally, these type of solutions are also important in variational calculus, where the direct method often produces weak solutions of elliptic systems of Euler equations.
Canonical form
Consider a second-order elliptic partial differential equation
A(x,y)uxx+2B(x,y)uxy+C(x,y)uyy+f(ux,uy,u,x,y)=0
for a two-variable function . This equation is linear in the "leading-order terms" but allows nonlinear expressions involving the function values and their first derivatives; this is sometimes called a quasilinear equation.
A canonical form asks for a transformation and of the domain so that, when is viewed as a function of and, the above equation takes the form
for some new function . The existence of such a transformation can be established
locally if,, and are
real-analytic functions and, with more elaborate work, even if they are only continuously differentiable. Locality means that the necessary coordinate transformations may fail to be defined on the entire domain of, although they can be established in some small region surrounding any particular point of the domain.
Formally establishing the existence of such transformations uses the existence of solutions to the Beltrami equation. From the perspective of differential geometry, the existence of a canonical form is equivalent to the existence of isothermal coordinates for the associated Riemannian metric
A(x,y)dx2+2B(x,y)dxdy+C(x,y)dy2
on the domain. (The ellipticity condition for the PDE, namely the positivity of the function, is what ensures that either this tensor or its negation is indeed a Riemannian metric.) Generally, for second-order quasilinear elliptic partial differential equations for functions of
more than two variables, a canonical form does not exist. This corresponds to the fact that, although isothermal coordinates generally exist for Riemannian metrics in two dimensions, they only exist for very particular Riemannian metrics in higher dimensions.
Characteristics and regularity
For the general second-order linear PDE, characteristics are defined as the null directions for the associated tensor
called the
principal symbol. Using the technology of the
wave front set, characteristics are significant in understanding how irregular points of propagate to the solution of the PDE. Informally, the wave front set of a function consists of the points of non-smoothness, in addition to the directions in frequency space causing the lack of smoothness. It is a fundamental fact that the application of a linear differential operator with smooth coefficients can only have the effect of removing points from the wave front set. However, all points of the original wave front set (and possibly more) are recovered by adding back in the (real) characteristic directions of the operator.
In the case of a linear elliptic operator with smooth coefficients, the principal symbol is a Riemannian metric and there are no real characteristic directions. According to the previous paragraph, it follows that the wave front set of a solution coincides exactly with that of . This sets up a basic regularity theorem, which says that if is smooth (so that its wave front set is empty) then the solution is smooth as well. More generally, the points where fails to be smooth coincide with the points where is not smooth. This regularity phenomena is in sharp contrast with, for example, hyperbolic PDE in which discontinuities can form even when all the coefficients of an equation are smooth.
Solutions of elliptic PDEs are naturally associated with time-independent solutions of parabolic PDEs or hyperbolic PDEs. For example, a time-independent solution of the heat equation solves Laplace's equation. That is, if parabolic and hyperbolic PDEs are associated with modeling dynamical systems then the solutions of elliptic PDEs are associated with steady states. Informally, this is reflective of the above regularity theorem, as steady states are generally smoothed out versions of truly dynamical solutions. However, PDE used in modeling are often nonlinear and the above regularity theorem only applies to linear elliptic equations; moreover, the regularity theory for nonlinear elliptic equations is much more subtle, with solutions not always being smooth.
See also
References
- Book: 0140802. Methods of mathematical physics. Volume II: Partial differential equations. Courant. R.. Hilbert. D.. Richard Courant. David Hilbert. Interscience Publishers. New York–London. 1962. Methoden der mathematischen Physik.
- 1118699. User's guide to viscosity solutions of second order partial differential equations. Crandall. Michael G.. Ishii. Hitoshi. Lions. Pierre-Louis. Bulletin of the American Mathematical Society. New Series. 27. 1992. 1. 1–67. 10.1090/S0273-0979-1992-00266-5. free. Michael G. Crandall. Hitoshi Ishii. Pierre-Louis Lions. math/9207212.
- Book: Lawrence C.. Evans . Lawrence C. Evans. 2010 . Partial differential equations. American Mathematical Society. Providence, RI. 978-0-8218-4974-3. Graduate Studies in Mathematics. 19. Second edition of 1998 original. 2597943. 10.1090/gsm/019.
- Book: 0717034. Multiple integrals in the calculus of variations and nonlinear elliptic systems. Giaquinta. Mariano. Mariano Giaquinta. Annals of Mathematics Studies. 105. Princeton University Press. Princeton, NJ. 1983. 0-691-08330-4.
- Book: 1814364. Gilbarg. David. Trudinger. Neil S.. Elliptic partial differential equations of second order. Revised second edition of the 1977 original. Classics in Mathematics. Springer-Verlag. Berlin. 2001. 3-540-41160-7. 1042.35002. 10.1007/978-3-642-61798-0. David Gilbarg. Neil Trudinger.
- Book: 1065993. The analysis of linear partial differential operators. I. Distribution theory and Fourier analysis. Hörmander. Lars. Lars Hörmander. Grundlehren der mathematischen Wissenschaften. 256. Springer-Verlag. 1990. 3-540-52345-6. Second edition of 1985 original. 10.1007/978-3-642-61497-2.
- Book: 0831655. Partial differential equations. John. Fritz. Fritz John. Applied Mathematical Sciences. 1. Springer-Verlag. New York. 1982. 0-387-90609-6. Fourth edition of 1971 original. 10.1007/978-1-4684-0059-5.
- Book: 0793735. The boundary value problems of mathematical physics. Ladyzhenskaya. O. A.. Olga Ladyzhenskaya. Applied Mathematical Sciences. 49. Springer-Verlag. New York. 1985. 0-387-90989-3. 10.1007/978-1-4757-4317-3.
- Book: 0202511. Multiple integrals in the calculus of variations. Morrey. Charles B., Jr.. Die Grundlehren der mathematischen Wissenschaften. 130. Springer-Verlag. New York. 1966. Charles B. Morrey Jr.. 10.1007/978-3-540-69952-1.
- Book: 2028503. An introduction to partial differential equations. Renardy. Michael. Rogers. Robert C.. Texts in Applied Mathematics. 13. Springer-Verlag. New York. 2004. 0-387-00444-0. Second edition of 1993 original. 10.1007/b97427.
- Book: 0532834. Spivak. Michael. A comprehensive introduction to differential geometry. Volume V. Second edition of 1975 original. Publish or Perish, Inc.. Wilmington, DE. 1979. 0-914098-83-7. Michael Spivak.
- Book: Zauderer, Erich . Partial Differential Equations of Applied Mathematics . Wiley-Interscience . Hoboken (N.J.) . 2006 . 978-0-471-69073-3.
Further reading
- Book: 2589244. Lectures on elliptic boundary value problems. Agmon. Shmuel. Shmuel Agmon. AMS Chelsea Publishing. Providence, RI. 2010. 978-0-8218-4910-1. Revised edition of 1965 original. 10.1090/chel/369.
- Book: Aubin. Thierry Aubin. Thierry. Some nonlinear problems in Riemannian geometry. Springer Monographs in Mathematics. Springer-Verlag. Berlin. 1998. 3-540-60752-8. 1636569. 0896.53003. 10.1007/978-3-662-13006-3.
- Book: 0162045. Partial differential equations. Garabedian. P. R.. John Wiley & Sons, Inc.. New York–London–Sydney. 1964. Paul Garabedian.
- Book: 1313500. The analysis of linear partial differential operators. III. Pseudo-differential operators. Hörmander. Lars. Lars Hörmander. Grundlehren der mathematischen Wissenschaften. 274. Springer-Verlag. Berlin. 1994. 3-540-13828-5. 10.1007/978-3-540-49938-1. Corrected reprint of 1985 original.
- Book: 0244627. Linear and quasilinear elliptic equations. Ladyzhenskaya. Olga A.. Ural'tseva. Nina N.. Academic Press. New York–London. 1968. Olga Ladyzhenskaya. Nina Uraltseva. 10.1016/s0076-5392(08)62585-0.
- Book: Michael E.. Taylor. Michael E. Taylor. Partial differential equations I. Basic theory. Second edition of 1996 original. Applied Mathematical Sciences. 115. Springer. New York. 2011. 978-1-4419-7054-1. 2744150. 10.1007/978-1-4419-7055-8. 1206.35002.
- Book: Taylor, Michael E.. Michael E. Taylor. Partial differential equations III. Nonlinear equations. 2744149 . Second edition of 1996 original. Applied Mathematical Sciences. 117. Springer. New York. 2011. 978-1-4419-7048-0. 10.1007/978-1-4419-7049-7.
Notes and References
- Compare and .