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Laplace Transform
     Naveen Sihag
The French Newton
        Pierre-Simon Laplace

Developed mathematics in
astronomy, physics, and statistics

Began work in calculus which led
to the Laplace Transform

Focused later on celestial
mechanics

One of the first scientists to
suggest the existence of black
holes
History of the Transform

Euler began looking at integrals as solutions to differential equations
in the mid 1700’s:



Lagrange took this a step further while working on probability
density functions and looked at forms of the following equation:




Finally, in 1785, Laplace began using a transformation to solve
equations of finite differences which eventually lead to the current
transform
Definition
The Laplace transform is a linear operator
that switched a function f(t) to F(s).
Specifically:
where:
Go from time argument with real input to a
complex angular frequency input which is
complex.
Restrictions
There are two governing factors that
determine whether Laplace transforms
can be used:
   f(t) must be at least piecewise continuous for
    t≥0

    |f(t)| ≤ Meγt where M and γ are constants
Continuity
Since the general form of the Laplace
transform is:

it makes sense that f(t) must be at least
piecewise continuous for t ≥ 0.
If f(t) were very nasty, the integral would
not be computable.
Boundedness
This criterion also follows directly from the
general definition:

If f(t) is not bounded by Meγt then the
integral will not converge.
Laplace Transform Theory
•General Theory


•Example




•Convergence
Laplace Transforms
•Some Laplace Transforms
•Wide variety of function can be transformed

•Inverse Transform




     •Often requires partial fractions or other
     manipulation to find a form that is easy to
     apply the inverse
Laplace Transform for ODEs
•Equation with initial conditions

•Laplace transform is linear

•Apply derivative formula

•Rearrange


•Take the inverse
Laplace Transform in PDEs


Laplace transform in two variables (always taken
with respect to time variable, t):

Inverse laplace of a 2 dimensional PDE:


Can be used for any dimension PDE:



The Transform reduces dimension by “1”:

  •ODEs reduce to algebraic equations
  •PDEs reduce to either an ODE (if original equation dimension 2) or
  another PDE (if original equation dimension >2)
Consider the case where:
ux+ut=t with u(x,0)=0 and u(0,t)=t2 and


Taking the Laplace of the initial equation leaves Ux+ U=1/s2 (note that the
partials with respect to “x” do not disappear) with boundary condition
U(0,s)=2/s3


Solving this as an ODE of variable x, U(x,s)=c(s)e-x + 1/s2
Plugging in B.C., 2/s3=c(s) + 1/s2 so c(s)=2/s3 - 1/s2
U(x,s)=(2/s3 - 1/s2) e-x + 1/s2


Now, we can use the inverse Laplace Transform with respect to s to find
u(x,t)=t2e-x - te-x + t
Example Solutions
Diffusion Equation
ut = kuxx in (0,l)
Initial Conditions:
u(0,t) = u(l,t) = 1, u(x,0) = 1 + sin(πx/l)

Using af(t) + bg(t)  aF(s) + bG(s)
and       df/dt  sF(s) – f(0)
and noting that the partials with respect to x commute with the transforms with
   respect to t, the Laplace transform U(x,s) satisfies
sU(x,s) – u(x,0) = kUxx(x,s)

With eat  1/(s-a) and a=0,
the boundary conditions become U(0,s) = U(l,s) = 1/s.

So we have an ODE in the variable x together with some boundary conditions.
   The solution is then:
U(x,s) = 1/s + (1/(s+kπ2/l2))sin(πx/l)
Therefore, when we invert the transform, using the Laplace table:
                 2 2
u(x,t) = 1 + e-kπ t/l sin(πx/l)
Wave Equation
utt = c2uxx in 0 < x < ∞
Initial Conditions:
u(0,t) = f(t), u(x,0) = ut(x,0) = 0

For x  ∞, we assume that u(x,t)  0. Because the initial conditions
   vanish, the Laplace transform satisfies
s2U = c2Uxx
U(0,s) = F(s)
Solving this ODE, we get
U(x,s) = a(s)e-sx/c + b(s)esx/c
Where a(s) and b(s) are to be determined.
From the assumed property of u, we expect that U(x,s)  0 as x  ∞.

Therefore, b(s) = 0. Hence, U(x,s) = F(s) e-sx/c. Now we use
H(t-b)f(t-b)  e-bsF(s)
To get
u(x,t) = H(t – x/c)f(t – x/c).
Real-Life Applications
Semiconductor
mobility
Call completion in
wireless networks
Vehicle vibrations on
compressed rails
Behavior of magnetic
and electric fields
above the
atmosphere
Ex. Semiconductor Mobility
Motivation
   semiconductors are commonly
    made with superlattices having
    layers of differing compositions
   need to determine properties of
    carriers in each layer
       concentration of electrons and
       holes
       mobility of electrons and holes
   conductivity tensor can be related
    to Laplace transform of electron
    and hole densities
Notation
R = ratio of induced electric field to the product of
the current density and the applied magnetic field
ρ = electrical resistance
H = magnetic field
J = current density
E = applied electric field
n = concentration of electrons
u = mobility
Equation Manipulation



and
Assuming a continuous mobility
distribution and that        ,
           , it follows:
Applying the Laplace Transform
Source

Johnson, William B. Transform method for
semiconductor mobility, Journal of Applied
Physics 99 (2006).

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Laplace transform

  • 1. Laplace Transform Naveen Sihag
  • 2. The French Newton Pierre-Simon Laplace Developed mathematics in astronomy, physics, and statistics Began work in calculus which led to the Laplace Transform Focused later on celestial mechanics One of the first scientists to suggest the existence of black holes
  • 3. History of the Transform Euler began looking at integrals as solutions to differential equations in the mid 1700’s: Lagrange took this a step further while working on probability density functions and looked at forms of the following equation: Finally, in 1785, Laplace began using a transformation to solve equations of finite differences which eventually lead to the current transform
  • 4. Definition The Laplace transform is a linear operator that switched a function f(t) to F(s). Specifically: where: Go from time argument with real input to a complex angular frequency input which is complex.
  • 5. Restrictions There are two governing factors that determine whether Laplace transforms can be used:  f(t) must be at least piecewise continuous for t≥0  |f(t)| ≤ Meγt where M and γ are constants
  • 6. Continuity Since the general form of the Laplace transform is: it makes sense that f(t) must be at least piecewise continuous for t ≥ 0. If f(t) were very nasty, the integral would not be computable.
  • 7. Boundedness This criterion also follows directly from the general definition: If f(t) is not bounded by Meγt then the integral will not converge.
  • 8. Laplace Transform Theory •General Theory •Example •Convergence
  • 9. Laplace Transforms •Some Laplace Transforms •Wide variety of function can be transformed •Inverse Transform •Often requires partial fractions or other manipulation to find a form that is easy to apply the inverse
  • 10. Laplace Transform for ODEs •Equation with initial conditions •Laplace transform is linear •Apply derivative formula •Rearrange •Take the inverse
  • 11. Laplace Transform in PDEs Laplace transform in two variables (always taken with respect to time variable, t): Inverse laplace of a 2 dimensional PDE: Can be used for any dimension PDE: The Transform reduces dimension by “1”: •ODEs reduce to algebraic equations •PDEs reduce to either an ODE (if original equation dimension 2) or another PDE (if original equation dimension >2)
  • 12. Consider the case where: ux+ut=t with u(x,0)=0 and u(0,t)=t2 and Taking the Laplace of the initial equation leaves Ux+ U=1/s2 (note that the partials with respect to “x” do not disappear) with boundary condition U(0,s)=2/s3 Solving this as an ODE of variable x, U(x,s)=c(s)e-x + 1/s2 Plugging in B.C., 2/s3=c(s) + 1/s2 so c(s)=2/s3 - 1/s2 U(x,s)=(2/s3 - 1/s2) e-x + 1/s2 Now, we can use the inverse Laplace Transform with respect to s to find u(x,t)=t2e-x - te-x + t
  • 14. Diffusion Equation ut = kuxx in (0,l) Initial Conditions: u(0,t) = u(l,t) = 1, u(x,0) = 1 + sin(πx/l) Using af(t) + bg(t)  aF(s) + bG(s) and df/dt  sF(s) – f(0) and noting that the partials with respect to x commute with the transforms with respect to t, the Laplace transform U(x,s) satisfies sU(x,s) – u(x,0) = kUxx(x,s) With eat  1/(s-a) and a=0, the boundary conditions become U(0,s) = U(l,s) = 1/s. So we have an ODE in the variable x together with some boundary conditions. The solution is then: U(x,s) = 1/s + (1/(s+kπ2/l2))sin(πx/l) Therefore, when we invert the transform, using the Laplace table: 2 2 u(x,t) = 1 + e-kπ t/l sin(πx/l)
  • 15. Wave Equation utt = c2uxx in 0 < x < ∞ Initial Conditions: u(0,t) = f(t), u(x,0) = ut(x,0) = 0 For x  ∞, we assume that u(x,t)  0. Because the initial conditions vanish, the Laplace transform satisfies s2U = c2Uxx U(0,s) = F(s) Solving this ODE, we get U(x,s) = a(s)e-sx/c + b(s)esx/c Where a(s) and b(s) are to be determined. From the assumed property of u, we expect that U(x,s)  0 as x  ∞. Therefore, b(s) = 0. Hence, U(x,s) = F(s) e-sx/c. Now we use H(t-b)f(t-b)  e-bsF(s) To get u(x,t) = H(t – x/c)f(t – x/c).
  • 16. Real-Life Applications Semiconductor mobility Call completion in wireless networks Vehicle vibrations on compressed rails Behavior of magnetic and electric fields above the atmosphere
  • 17. Ex. Semiconductor Mobility Motivation  semiconductors are commonly made with superlattices having layers of differing compositions  need to determine properties of carriers in each layer concentration of electrons and holes mobility of electrons and holes  conductivity tensor can be related to Laplace transform of electron and hole densities
  • 18. Notation R = ratio of induced electric field to the product of the current density and the applied magnetic field ρ = electrical resistance H = magnetic field J = current density E = applied electric field n = concentration of electrons u = mobility
  • 20. Assuming a continuous mobility distribution and that , , it follows:
  • 21. Applying the Laplace Transform
  • 22. Source Johnson, William B. Transform method for semiconductor mobility, Journal of Applied Physics 99 (2006).

Notes de l'éditeur

  1. A French mathematician and astronomer from the late 1700’s. His early published work started with calculus and differential equations. He spent many of his later years developing ideas about the movements of planets and stability of the solar system in addition to working on probability theory and Bayesian inference. Some of the math he worked on included: the general theory of determinants, proof that every equation of an even degree must have at least one real quadratic factor, provided a solution to the linear partial differential equation of the second order, and solved many definite integrals. He is one of only 72 people to have his name engraved on the Eiffel tower.
  2. Laplace also recognized that Joseph Fourier &apos;s method of Fourier series for solving the diffusion equation could only apply to a limited region of space as the solutions were periodic. In 1809, Laplace applied his transform to find solutions that diffused indefinitely in space