Change of variables (PDE)
Often a partial differential equation can be reduced to a simpler form with a known solution by a suitable change of variables.
The article discusses change of variable for PDEs below in two ways:
- by example;
- by giving the theory of the method.
Explanation by example
For example, the following simplified form of the Black–Scholes PDEis reducible to the heat equation
by the change of variables:
in these steps:
- Replace by and apply the chain rule to get
- Replace and by and to get
- Replace and by and and divide both sides by to get
- Replace by and divide through by to yield the heat equation.
Technique in general
Suppose that we have a function and a change of variables such that there exist functions such thatand functions such that
and furthermore such that
and
In other words, it is helpful for there to be a bijection between the old set of variables and the new one, or else one has to
- Restrict the domain of applicability of the correspondence to a subject of the real plane which is sufficient for a solution of the practical problem at hand, and
- Enumerate the of exceptions where the otherwise-bijection fails
We are discussing change of variable for PDEs. A PDE can be expressed as a differential operator applied to a function. Suppose is a differential operator such that
Then it is also the case that
where
and we operate as follows to go from to
- Apply the chain rule to and expand out giving equation.
- Substitute for and for in and expand out giving equation.
- Replace occurrences of by and by to yield, which will be free of and.