First year: Matrices and differential equations This is an application of the concept of diagonalisation to the study of simultaneous differential equations. Prerequisites: - introduction to differential equations eigenvalues, eigenvectors matrices: diagonalisation (I) Theory and example Say you have to solve the following system of differential equations: u ' ( x) u ( x) v( x) . v' ( x) 4u ( x) 2v( x) First, you write it in matrix form: u ( x) 1 1 and let A . Let Y v( x) 4 2 u ' ( x) and the system Then Y ' v' ( x) u ' ( x) u ( x) v( x) becomes Y ' AY. v' ( x) 4u ( x) 2v( x) If the matrix A is diagonalisable, then it is actually quite easy to solve the system of differential equations above. We give the theory below for any n n diagonalisable matrix A , but keep in mind that, as far as you are concerned, n 2 or n 3 . Let A be a diagonalisable n n matrix and let Y be a vector whose coordinates are differentiable functions, i.e. y1 ( x ) Y ... . y ( x) n To solve the system of differential equations Y ' AY : (a) Find the matrix P that diagonalises A , i.e. the matrix P such that D P 1 AP , where D is a diagonal matrix. (b) Make the change of variable Y PU , Y ' PU ' . We then have Y ' AY U ' P 1 APU PU ' APU U ' DU . (c) Solve the system U ' DU for U . (d) The solution to the system of differential equation is Y PU , where U is the solution to U ' DU . It looks more complicated than it actually is. Let’s see how it works with our example: First we have to find the matrix P , i.e. we have to find the eigenvalues and 1 1 . eigenvectors of the matrix A 4 2 A I 1 1 4 2 2 6 ( 2)( 3) , so that A has two eigenvalues: 2 and 3 . x Let X . y AX 2 X x y 0 4x 4 y 0 AX 3 X 4 x y 0 4 x y 0 x y y 4 x 1 X . 1 1 X . 4 1 1 and the diagonal matrix D is The matrix P is therefore P 1 4 2 0 . D 0 3 u ( x) Let U 1 . The matrix equality U ' DU is equivalent to u 2 ( x) u1 ' ( x) 2u1 ( x) , u2 ' ( x) 3u2 ( x) which is easily solved: u1 ' ( x) 2u1 ( x) u1 ( x) Ae2 x , u2 ( x) Be 3 x u2 ' ( x) 3u2 ( x) Ae2 x U 3 x . Be Y PU is the solution to Y ' AY and we have 1 1 Ae 2 x Ae 2 x Be 3 x . 3 x 2 x Y PU 3 x 1 4 Be Ae 4 Be If you are also given initial conditions, i.e. conditions of the form u (0) 1 , Y (0) v(0) 1 you can find the value of A and the value of B : 3 A 1 A B 1 5, Y (0) 2 1 A 4 B 1 B 5 1 3e 2 x 2e 3 x . and finally the solution to the initial value problem is Y 2 x 5 3e 8e 3 x (II) Exercises (1) Decide whether the following matrices are diagonalisable and, if they are, find the matrix P that diagonalises them. 3 2 C 2 1 3 0 0 A 0 2 0 , 0 1 2 2 0 2 B 0 3 0 0 0 3 y1 ( x) (2) Solve Y ' AY , where Y y 2 ( x) and where y ( x) 3 (i) 3 2 0 A 2 3 0 , 0 0 5 (ii) 0 4 3 A 2 2 1 . 2 0 3