Is Separation of Variables the Key to Solving Linear PDEs in Finance?

In summary, the separation of variables technique is used to solve linear PDE's by picking out a particular form of the solution. This technique works for a variety of problems, including those in electromagnetism and finance. However, the specific form of the solution depends on the boundary and initial conditions of the problem, not the coordinate system. For example, in the case of Laplace's equation, sines and cosines are obtained due to the specific boundary conditions.
  • #1
captain
164
0
this may seem like a simple question but how does one know that separation of variables for solving linear PDE's will work. What i mean is that it seems to pick out a form of the solution to a given problem (I have heard that linear PDE's have an infinite number of functions of a particular form, e.g. for the wave equation the solution is of the form f(x-vt) + g(x+vt)). I can understand that for problems in e&m the separation of variables technique picks out a particular form (like for a cartesian coordinates for laplace's equation for a box, the solutions come out to be sines and cosines), but what about linear PDE's in finance (like the Black scholes equation). Thanks in advance to anyone who can clarify this.
 
Physics news on Phys.org
  • #2
Didn't we just have this? Or was that on another forum?

Do you agree that if F(x)= G(x), then [itex]\int F(x)dx= \int G(x)dx[/itex]?
(If not I have no idea what to say!)

If [itex]dy/dx= f(x)g(y)[/itex] then [itex](1/g(y))dy/dx= f(x)[/itex]. Since y is itself a function of x, this is the "F(x)= G(x)" above.

Then [itex]\int [(1/g(y)) dy/dx]dx= \int f(x)dx[/itex]. And, of course, (dy/dx)dx= dy so this is [itex]\int (1/g(y))dy= \int f(x)dx[/itex].
 
  • #3
I was actually talking about partial differential equations like Laplace's equation or other such linear equations
 
  • #4
Yes PDE's have families of solutions, it's the boundary and initial conditions that let you pin down the actual solution. It doesn't have anything to do with the coordinate system. You get sines and cosines in your example because of nice boundary conditions.
 

Related to Is Separation of Variables the Key to Solving Linear PDEs in Finance?

1. What is the concept of separation of variables?

The concept of separation of variables is a mathematical technique used to solve differential equations by separating the variables involved in the equation into simpler equations. This allows for an easier solution to be found by solving each equation separately and then combining them to find the overall solution.

2. What types of differential equations can be solved using separation of variables?

Separation of variables can be used to solve first-order ordinary differential equations and certain types of partial differential equations, such as those with constant coefficients or those that are linear and homogeneous.

3. How does separation of variables work?

In separation of variables, the differential equation is first rearranged so that all terms containing one variable are on one side of the equation and all terms containing the other variable are on the other side. The two sides are then integrated separately, with each integrating to a constant. These constants are then combined to form the overall solution.

4. What are the applications of separation of variables?

Separation of variables is used in various fields of science and engineering, such as physics, chemistry, and engineering. It can be applied to problems involving heat transfer, fluid mechanics, quantum mechanics, and many other areas.

5. Are there any limitations to using separation of variables?

While separation of variables is a powerful technique, it can only be used to solve specific types of differential equations. It is also important to note that the resulting solution may not always be valid for all values of the variables, as additional conditions may need to be satisfied. Additionally, the process of separating and integrating the variables can become more complex for higher-order equations.

Similar threads

Replies
4
Views
1K
  • Differential Equations
Replies
10
Views
3K
  • Differential Equations
Replies
2
Views
2K
  • Differential Equations
Replies
18
Views
5K
  • Differential Equations
Replies
16
Views
964
  • Differential Equations
Replies
4
Views
2K
  • Differential Equations
Replies
3
Views
2K
  • Differential Equations
Replies
15
Views
2K
  • Differential Equations
Replies
2
Views
2K
  • Differential Equations
Replies
10
Views
2K
Back
Top