We assume, that nxn matrix A is diagonalisable over ,
i.e. it has n linearily independent eigenvectors
,
...,
belonging to eigenvalues
, ...,
over
(here
or
)
Assembling the eigenvectors into nxn matrix S
we can write
where is a nxn diagonal matrix with entries
, ...,
. Multiplying (34) on the right by
S-1 one obtains the matrix A in diagonally factorised form
Substituting (35) in (2) and multiplying obtained result on the
left by S-1 yields
or
Here a vector is defined as
Evidently, the system of differential equations (37) is a diagonal
system, because the matrix D is diagonal. In explicit form the
system (37) reads
Integrating (39), we obtain
or in matrix form
where
Substituting (38) in (41) and multiplying obtained result on the
left by S one obtains the general solution of system (2) in
terms of original variables x
The vector of integration constants can be determined
satisfying the initial conditions
(or boundary
conditions (4)).
Satisfaction conditions gives
and
In most practical case (a=0), the formula (45) reduces to
General solution algorithm using linear algebra software is following:
1. find the eigenvalues and eigenvectors
2. compose matrices S and E(t)
3. compute the general solution to (1) by (43) or solution to the initial value problem by (46).
Example 1: Consider the system
find the general solution.
In matrix notation the system (47) becomes
The characteristic polynomial of matrix A
is
Therefore the eigenvalues are and
.
The eigenvector
associated with
is
obtained by solving equation
Analogically
and therefore
Finally, we can compute the general solution of system (47) using
formula (53)
Example 2: Solve the following initial value problem
For the system (55) the matrix
has eigenvalues ,
and
.
Associated eigenvectors are
respectively.
The general solution of system (55) is given by
From (44) the integration constants are
and the solution of the initial value problem (45)-(46) can be
presented as
Exercises
1. Consider a linear system of differential equations
a) find the general solution
b) find the solution to the initial value problem determined by
the initial conditions
2. Find the general solution to the linear system of differential
equations.