The method of separation of variables is a powerful technique used to solve linear partial differential equations (PDEs). This method involves assuming that the solution can be written as a product of functions, each dependent on a single coordinate.
In the context of the homogeneous heat equation \( v(x, t) = X(x)T(t) \), we express the solution as a product of a spatial part \( X(x) \) and a temporal part \( T(t) \).
This assumption transforms the PDE into two separate ordinary differential equations (ODEs):
- \( T'(t) + \lambda T(t) = 0 \)
- \( X''(x) + \lambda X(x) = 0 \)
The separation constant \( \lambda \) allows the two functions to simultaneously satisfy the original PDE.
By solving these equations separately, we find pairs of functions that describe the evolution of temperature over time and space. The essence of this method lies in reducing a complex PDE problem into simpler, manageable ODEs for which solutions are more straightforward.