Parabolic partial differential equation
A parabolic partial differential equation is a type of partial differential equation (PDE). Parabolic PDEs are used to describe a wide variety of time-dependent phenomena, including heat conduction, particle diffusion, and pricing of derivative investment instruments.
Definition
To define the simplest kind of parabolic PDE, consider a real-valued function [math]\displaystyle{ u(x, y) }[/math] of two independent real variables, [math]\displaystyle{ x }[/math] and [math]\displaystyle{ y }[/math]. A second-order, linear, constant-coefficient PDE for [math]\displaystyle{ u }[/math] takes the form
- [math]\displaystyle{ Au_{xx} + 2Bu_{xy} + Cu_{yy} + Du_x + Eu_y + F = 0, }[/math]
and this PDE is classified as being parabolic if the coefficients satisfy the condition
- [math]\displaystyle{ B^2 - AC = 0. }[/math]
Usually [math]\displaystyle{ x }[/math] represents one-dimensional position and [math]\displaystyle{ y }[/math] represents time, and the PDE is solved subject to prescribed initial and boundary conditions.
The name "parabolic" is used because the assumption on the coefficients is the same as the condition for the analytic geometry equation [math]\displaystyle{ A x^2 + 2B xy + C y^2 + D x + E y + F = 0 }[/math] to define a planar parabola.
The basic example of a parabolic PDE is the one-dimensional heat equation,
- [math]\displaystyle{ u_t = \alpha\,u_{xx}, }[/math]
where [math]\displaystyle{ u(x,t) }[/math] is the temperature at time [math]\displaystyle{ t }[/math] and at position [math]\displaystyle{ x }[/math] along a thin rod, and [math]\displaystyle{ \alpha }[/math] is a positive constant (the thermal diffusivity). The symbol [math]\displaystyle{ u_t }[/math] signifies the partial derivative of [math]\displaystyle{ u }[/math] with respect to the time variable [math]\displaystyle{ t }[/math], and similarly [math]\displaystyle{ u_{xx} }[/math] is the second partial derivative with respect to [math]\displaystyle{ x }[/math]. For this example, [math]\displaystyle{ t }[/math] plays the role of [math]\displaystyle{ y }[/math] in the general second-order linear PDE: [math]\displaystyle{ A = \alpha }[/math], [math]\displaystyle{ E = -1 }[/math], and the other coefficients are zero.
The heat equation says, roughly, that temperature at a given time and point rises or falls at a rate proportional to the difference between the temperature at that point and the average temperature near that point. The quantity [math]\displaystyle{ u_{xx} }[/math] measures how far off the temperature is from satisfying the mean value property of harmonic functions.
The concept of a parabolic PDE can be generalized in several ways. For instance, the flow of heat through a material body is governed by the three-dimensional heat equation,
- [math]\displaystyle{ u_t = \alpha\,\Delta u, }[/math]
where
- [math]\displaystyle{ \Delta u := \frac{\partial^2u}{\partial x^2}+\frac{\partial^2u}{\partial y^2}+\frac{\partial^2u}{\partial z^2} }[/math]
denotes the Laplace operator acting on [math]\displaystyle{ u }[/math]. This equation is the prototype of a multi-dimensional parabolic PDE.
Noting that [math]\displaystyle{ -\Delta }[/math] is an elliptic operator suggests a broader definition of a parabolic PDE:
- [math]\displaystyle{ u_t = -Lu, }[/math]
where [math]\displaystyle{ L }[/math] is a second-order elliptic operator (implying that [math]\displaystyle{ L }[/math] must be positive; a case where [math]\displaystyle{ u_t = +Lu }[/math] is considered below).
A system of partial differential equations for a vector [math]\displaystyle{ u }[/math] can also be parabolic. For example, such a system is hidden in an equation of the form
- [math]\displaystyle{ \nabla \cdot (a(x) \nabla u(x)) + b(x)^\text{T} \nabla u(x) + cu(x) = f(x) }[/math]
if the matrix-valued function [math]\displaystyle{ a(x) }[/math] has a kernel of dimension 1.
Parabolic PDEs can also be nonlinear. For example, Fisher's equation is a nonlinear PDE that includes the same diffusion term as the heat equation but incorporates a linear growth term and a nonlinear decay term.
Solution
Under broad assumptions, an initial/boundary-value problem for a linear parabolic PDE has a solution for all time. The solution [math]\displaystyle{ u(x,t) }[/math], as a function of [math]\displaystyle{ x }[/math] for a fixed time [math]\displaystyle{ t \gt 0 }[/math], is generally smoother than the initial data [math]\displaystyle{ u(x,0) = u_0(x) }[/math].
For a nonlinear parabolic PDE, a solution of an initial/boundary-value problem might explode in a singularity within a finite amount of time. It can be difficult to determine whether a solution exists for all time, or to understand the singularities that do arise. Such interesting questions arise in the solution of the Poincaré conjecture via Ricci flow.[citation needed]
Backward parabolic equation
One occasionally encounters a so-called backward parabolic PDE, which takes the form [math]\displaystyle{ u_t = Lu }[/math] (note the absence of a minus sign).
An initial-value problem for the backward heat equation,
- [math]\displaystyle{ \begin{cases} u_{t} = -\Delta u & \textrm{on} \ \ \Omega \times (0,T), \\ u=0 & \textrm{on} \ \ \partial\Omega \times (0,T), \\ u = f & \textrm{on} \ \ \Omega \times \left \{ 0 \right \}. \end{cases} }[/math]
is equivalent to a final-value problem for the ordinary heat equation,
- [math]\displaystyle{ \begin{cases} u_{t} = \Delta u & \textrm{on} \ \ \Omega \times (0,T), \\ u=0 & \textrm{on} \ \ \partial\Omega \times (0,T), \\ u = f & \textrm{on} \ \ \Omega \times \left \{ T \right \}. \end{cases} }[/math]
Similarly to a final-value problem for a parabolic PDE, an initial-value problem for a backward parabolic PDE is usually not well-posed (solutions often grow unbounded in finite time, or even fail to exist). Nonetheless, these problems are important for the study of the reflection of singularities of solutions to various other PDEs.[1]
Examples
See also
References
- ↑ Taylor, M. E. (1975), "Reflection of singularities of solutions to systems of differential equations", Comm. Pure Appl. Math. 28 (4): 457–478, doi:10.1002/cpa.3160280403
Further reading
- Perthame, Benoît (2015), Parabolic Equations in Biology : Growth, Reaction, Movement and Diffusion, Springer, ISBN 978-3-319-19499-8
- Evans, Lawrence C. (2010), Partial differential equations, Graduate Studies in Mathematics, 19 (2nd ed.), Providence, R.I.: American Mathematical Society, doi:10.1090/gsm/019, ISBN 978-0-8218-4974-3
- Hazewinkel, Michiel, ed. (2001), "Parabolic partial differential equation", Encyclopedia of Mathematics, Springer Science+Business Media B.V. / Kluwer Academic Publishers, ISBN 978-1-55608-010-4, https://www.encyclopediaofmath.org/index.php?title=p/p071210
- Hazewinkel, Michiel, ed. (2001), "Parabolic partial differential equation, numerical methods", Encyclopedia of Mathematics, Springer Science+Business Media B.V. / Kluwer Academic Publishers, ISBN 978-1-55608-010-4, https://www.encyclopediaofmath.org/index.php?title=p/p071220
Original source: https://en.wikipedia.org/wiki/Parabolic partial differential equation.
Read more |