
640 Optimal Estimation of Dynamic Systems
kx-
FF
m
k
cx-
m
x
c
Figure A.15: Simple Spring-Mass-Damper System
Since Ae
st
is never zero, Equation (A.290) holds true if and only if
ms
2
+ cs+ k = 0 (A.291)
Equation (A.291) is called the characteristic equation of the system. The same equa-
tion can also be derived by taking the Laplace transform of Equation (A.289), with
F = 0 again. The roots of this equation are clearly given by
s
1,2
=
−c ±
√
c
2
−4mk
2m
(A.292)
Three possibilities for s
1,2
exist: 1) the roots are real and unequal for c
2
−4mk > 0;
2) the roots are real and repeated for c
2
−4mk = 0; and 3) the roots are complex
conjugates for c
2
−4mk < 0. The solution for