Introduction of Partial Differential Equations and...
Transcript of Introduction of Partial Differential Equations and...
Introduction of Partial Differential
Equations and Boundary Value Problems
Y. K. Goh
2009
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Outline
I Definition
I Classification
I Where PDEs come from?
I Well-posed problem, solutions
I Initial Conditions and Boundary Conditions
I Strategies to solve PDEs
I Simple PDEs and their general solutions
I Introduction to 2nd order linear PDEs
I Classification of 2nd order linear PDEs
I Change of variables and canonical forms
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Definition
Definition (Partial Differential Equation)A partial differential equation (PDE) for a function of nvariables u(x1, . . . , xn) is an equation of the form
F (∂ku
∂xk1, · · · , ∂
ku
∂xkn, · · · , ∂u
∂x1
, · · · ∂u∂xn
, u, x1, · · · , xn) = 0 (1)
where F is a given function of the independent variables x1,..., xn and of the unknown function u = u(x1, · · · , xn) and ofa finite number of its partial derivatives.
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Examples
In simple words, PDE is an equation that contains an unknownfunctions of several variables and its partial derivatives.One example is the two dimensional Laplace equation,
∇2u(x, y) =∂2u
∂x2+∂2u
∂y2= 0
or n-dimensional Laplace equation,
∇2u(x) =∂2u
∂x21
+∂2u
∂x22
+ · · ·+ ∂2u
∂x2n
= 0
or 3-dimensional Laplace equation in Spherical coordinates
∇2u =1
r2
∂
∂r
(r2∂u
∂r
)+
1
r2 sin θ
∂
∂θ
(sin θ
∂u
∂θ
)+
1
r2 sin2 θ
∂2u
∂φ2= 0
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Linear PDEs
Some PDEs are linear
I Heat/diffusion eq.: ∂u∂t− k∇2u = 0, k > 0.
I Wave equation: ∂2u∂t2− k∇2u = 0, k > 0.
I 2D Laplace equation: ∇2u(x, y) = ∂2u∂x2 + ∂2u
∂y2= 0.
I Poisson equation: ∇2u = f(x), f(x) 6= 0.
I Helmholtz equation: ∇2u = −λu, λ > 0.
I Telegraph equation: utt + dut − uxx = 0.
I Schrodinger equation:i~ψt(x, t) = − ~2
2m∇2ψ(x, t) + V (x)ψ(x, t).
I Fokker-Planck eq.:ut −
∑ni,j=1(aiju)xixj
−∑n
i=1(biu)xi= 0.
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Non-linear PDEs
Some PDEs are non-linear
I Nonlinear Poisson eq.: ∇2u = −f(u), f nonlinear.
I p-Laplacian equation: ∇ · (|∇u|p−2∇u) = 0.
I Minimal surface eq.: ∇ ·
(∇u√
1 + |∇u|2
)= 0.
I Hamilton-Jacobi eq.: ut +H(Du, x) = 0.
I Scalar conservation law: ut −∇ · F(u) = 0.
I Scalar reaction-diffusion eq.: ut −∇2u = f(u).
I Porous medium eq.: ut −∇2(uγ) = 0.
I Nonlinear wave eq.: utt −∇ · a(Du) = f(u).
I Korteweg-de Vries (KdV) eq.: ut + uux + uxxx = 0.
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Homogeneous and Non-homogeneous PDEs
Some PDEs are homogeneous
I Heat/diffusion eq.: ∂u∂t− k∇2u = 0, k > 0.
I Wave equation: ∂2u∂t2− k∇2u = 0, k > 0.
I 2D Laplace equation: ∇2u(x, y) = ∂2u∂x2 + ∂2u
∂y2= 0.
and some are non-homogeneous
I Poisson equation: ∇2u = f(x), f(x) 6= 0.
I Helmholtz equation: ∇2u = −λu, λ > 0.
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Classification of PDEs
For the ease of study, we often clasify PDE according to
I Linearity: linear, semi-linear, quasi-linear, non-linear;
I Homogeneity: homogeneous and non-homogeneousPDEs;
I Order: the order of the highest-order derivative presentin the PDE.
However, what is even more important is we need to
understand why we want to study PDEs!
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Importance Aspects of PDEs
PDEs arise from the modeling of numerous phenomena inphysical sciences and engineering: quantum mechanics,thermodynamics, electromagnetism, stock markets,automobile, aerodynamics, . . . .
Different from purely abstract mathematical problems, usuallythese PDEs represent the variation of physical quantities inspace and time. As the quantities are physical, we demandthat the mathematical problem must be a well-posedproblem (i.e. with a unique solution), and very often thesephysical quantities are subjected to certain constraints.
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Importance Aspects of PDEs
Another important aspects of PDEs is the techniques ofsolving the PDEs.
In the next few slides, we will go through these importantaspects of PDEs:
I Modeling;
I Problems and constraints;
I Strategies of solving PDEs.
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Modeling traveling wave on a vibrating string
When ∆x→ 0I Horizontal component: τ cosα ≈ τ cos βI Vertical component: −τ sinα + τ sin β = maI Divide by τ cosα: − tanα + tan β = ρ∆x
τ cosα∂2u∂t2
I 1D wave equation:∂2u
∂t2= c2∂
2u
∂x2, c2 = τ cosα
ρ∆x
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Modeling heat conduction across a bar
thermal energy in slice,
dQ = s(x)u(x, t)ρ(x)A∆x
I Energy Conservation:∂
∂t[s(x)u(x, t)ρ(x)A∆x] = φ(x, t)− φ(x+ ∆x, t)
I Fourier’s law of heat conduction: φ(x, t) = −K0∂u
∂x
I Heat equation:∂u
∂t=K0
sρ
∂2u
∂x2
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Well-posed Problem
Definition (Well-posed Problem)We say that a given problem for a PDE is well-posed if
I the problem in fact has a solution;
I the solution is unique;
I the solution depends continuously on the data given inthe problem.
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Solution of PDE
Definition (Solution)A solution of a partial differential equation is any function thatsatisfies the equation.
For example if we could verify that ψ(x, y) = cxy is a solution
to the Laplace equation, ∂2ψ∂x2 + ∂2ψ
∂y2= 0, by differentiating and
substituting ψ(x, y) = cxy back into the Laplace equation.
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Uniqueness of a Solution
However, more often uniqueness of a solution is not to beexpected. Unless certain conditions are given, we could havemore than one family of solution to a PDE, for example, thefollowing all are solutions to the Laplace equations (in fact,there are many more!)
ψ(x, y) = cxy
ψ(x, y) = c(x2 − y2)
ψ(x, y) =cx
x2 + y2
ψ(x, y) = cex cos y
ψ(x, y) = c ln(x2 + y2)
ψ(x, y) = c tan−1(y/x).
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
In order to identify a unique solution, we will need to havemore information, they are:
I Initial Conditions (the shape of the string, or its velocityat t = 0.)
I Boundary Condtions (the end points of the vibrated stringis fixed.)
The PDE, together with the initial conditions and boundaryconditions are called Boundary Value Problems.
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Boundary conditions
We are familiar with the initial (Cauchy) conditions in theOrdinary Differential Equations, now we look at the boundaryconditions.The three common types of boundary conditions are:
1. Type 1 BC (Dirichlet condition): u = g;
2. Type 2 BC (Newmann or flux condition): ∂u∂n
= g;
3. Type 3 BC (Mixed or Robin or radiation condition):αu+ β ∂u
∂n= g.
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Same strategies for solving PDEsWell-Posed Problem =
PDE + BC [+ IC]
HomogeneousBC?
Transform BC toHomogeneous BC
HomogeneousPDE?
Yes
No
RectangularBC?
Yes
CylindricalBC?
Yes
No
SphericalBC?
No
Other BC?
No
Order of PDE?
= 2
= 1 Transform PDEto ODE
Consider the homogeneouspart of the PDE and
calculate the general solution.Apply the variat ion of parameter
on the general solution.
X ’ ’+kX=0,etc.
No
Bessel Eq,etc.
Legendre Eq,Spherical
Bessel Eq, etc.
Yes
Yes
X’ ’+p(x)X ’+q(x)=0,etc.
SL Problem
aX(A)+bX’(A)=0cX(B)+dX’(B)=0
A < = r < = BC < = p < = DE < = z < = F
A < = r < = BC < = p < = DE < = q < = F
Yes aX(A)+bX’(A)=0cX(B)+dX’(B)=0
+
+
+
+
sin, cos, exp,etc.
sin, cos, J_v, Y_v, etc.
sin, cos, Y_nm, etc.
SpecialFunctions
Eigen-Functions
General Solution is aCombination of Fourier
Series or Fourier
Principle ofSuperpositionX’ ’+p(x)X’+q(x)=f_n(x)
Variation of Parameters
Specific Solution
Initial Conditions
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Solving Simple PDEs
Let consider simple PDEs for an unknown functions u(x, y).
I∂u
∂x= 0 =⇒ u(x, y) = f(y).
I∂u
∂x= f(x) =⇒ u(x, y) =
∫f(x) dx+ g(y)
I∂u
∂x= f(y) =⇒ u(x, y) = xf(y) + g(y)
I∂u
∂x= f(x, y) =⇒ u(x, y) =
∫f(x, y) dx+ g(y)
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Solving Simple PDEs
Increase the difficulties (if any at all!) one notch:
I∂2u
∂x2= 0 =⇒ u(x, y) = xf(y) + g(y).
I∂2u
∂x ∂y= 0 =⇒ u(x, y) = f(x) + g(y)
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Cauchy Problems
In order to pick up a particular solution we need to supply withinitial conditions, the resulting is a Cauchy (initial value)problem.
I∂u
∂x= y,when x = 1, u(1, y) = 2y =⇒ u(x, y) = xy+y.
I∂2u
∂x2= 0,when x = 0, u = y2,
∂u
∂x= 2y − sin 2y =⇒
u(x, y) = 2xy − x sin 2y + y2.
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Linear 2nd Order PDEs
A general linear 2nd order can be written as
a∂2u
∂x2+ b
∂2u
∂x ∂y+ c
∂2u
∂y2+ d
∂u
∂x+ e
∂u
∂y+ fu+ g = h(x, y).
I if h(x, y) = 0 then it is a homogeneous PDE.
I the quatity ∆ = b2 − 4ac is called the discriminant.
I according to ∆, linear 2nd order PDE can be classified asI if ∆ > 0, then it is a hyperbolic PDEI if ∆ = 0, then it is a parabolic PDEI if ∆ < 0, then it is a elliptic PDE
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Classification of 3 common PDEs
Three PDEs that are the main focus of this course are waveequation, heat equation and Laplace equation. These PDEsare linear 2nd PDEs, and their are classify as
I Wave equation :∂2u
∂t2− c2∂
2u
∂x2= 0 (hyperbolic);
I Heat equation :∂u
∂t− c2∂
2u
∂x2= 0 (parabolic);
I Laplace equation :∂2u
∂x2+∂2u
∂y2= 0 (elliptic).
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
The advantage of the classification is, depending on ∆, wecould making a change of variables to convert the PDEs intocanonical forms.
Sometimes – no always – these canonical forms can be solvedeasily, expect solving for elliptic equation is a bit subtle andnot straight forward.
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Canonical Forms
By making a change in variables, s = ax+ by, t = cx+ dy,linear PDE could convert to its canonical form with properchoice of a, b, c and d.
I Hyperbolic equation:∂2u
∂s ∂t= F (s, t, u, us, ut);
I Parabolic equation:∂2u
∂s2= F (s, t, u, us, ut)
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems
Example
Consider the PDE : 6∂2u
∂x2+ 5
∂2u
∂x ∂y+∂2u
∂y2= 0 when
y = 0, u = cosx+ sinx, and ∂u∂y
= cosx+ 2 sinx.
I ∆ > 0 =⇒ hyperbolic;
I By making a change of variables : s = x− 2y, t = x− 3y;
I The PDE will convert to its canonical form:∂2u
∂s ∂t= 0;
I Which has a general solution,u = f(s) + g(t) = f(x− 2y) + g(x− 3y), and
I Particular solutionu = cos(x− 2y) + 4 sin(x− 2y)− 3 sin(x− 3y).
Y. K. Goh
Introduction of Partial Differential Equations and Boundary Value Problems