European Journal of Control (1998) 4: 2- 16
© 1998 EUCA European
Journal of
Control
Fault Detection and Isolation for State Affine Systems
H. Hammouri
l
, M. Kinnaert
2
and E. H. El Yaagoubi
3
1 LAGEP, Universite Claude Bernard Lyon I, Villeurbanne Cedex, France; 2 Laboratoire d'Automatique, Universite Libre de Bruxelles,
Brussels, Belgium; J ENSEM, Casablanca, Morocco
The problem of residual generation for fault detection
and isolation (FDI) in state affine systems is studied.
Sufficient conditions for the existence of a solution are
presented, and the connection with the geometric theory
of FDI for linear systems is emphasised. Kalman-like
time-varying observers are usedfor the synthesis of the
residual generators. The theoretical results are illu-
strated by simulations of diagnosis systems for a
chemical reactor and a distillation column.
Keywords: Fault detection and isolation; Non-linear
observer; Residual generator; State affine system
1. Introduction
A typical model-based diagnosis system consists of
three parts: a residual generator, a residual evaluation
module and a decision system. The first one takes the
actuator commands and the measurements as inputs,
and it generates signals called residuals. These are
nominally equal to zero in the absence of faults,
and some of them become distinguishably different
from zero upon occurrence of a fault. The residual
evaluation module determines whether each residual
is significantly different from zero. Finally, by analys-
ing the pattern of zero and non-zero residuals, the
decision system isolates the fault(s), i.e. it localises
the faulty component(s). In this paper we only con-
sider the design of residual generators.
Several approaches exist for the synthesis of resid-
ual generators for linear systems. Among them, the
observer-based methods have been extensively
Correspondence and offprint requests to: H. Hammouri, Universite
Claude Bernard Lyon I, Bat ESCPE-L YON-308G, 43 Bd du 11
novembre 1918 , 69622 Villeurbanne Cedex, France. E-mail: ham-
mouri @lagep.cpe.fr
studied. Initially, the residual generators were
designed so as to include an observer for the whole
state of the plant [1 , 10,13,17,22]. Later it was realised
that only a specific part of the plant state needs to be
estimated to obtain a residual [4,14,26]. In this last
framework, necessary and sufficient conditions for
the existence of a solution to a basic problem of
fault detection and isolation called the fundamental
problem of residual generation (FPRG) can be
expressed very clearly both in geometric terms and
in the frequency domain [14].
In this paper, we attempt to generalise the latter
approach to the class of state affine systems up to
output injection. To this end, we give a careful for-
mulation of the FPRG in order to assure that the
dependence of the residual with respect to the failure
it has to detect is expressed in a tractable way. The
geometric approach to system theory is then used to
present sufficient conditions for the existence of a
solution to the problem. Of course, the obtained
results apply to bilinear and linear systems, as they
belong to subclasses of the considered model class.
The connection with the geometric approach to
FDI for linear systems is emphasised.
Several algebraic approaches to the problem of
FPRG for bilinear systems which are linear or
bilinear in the failure modes have been developed
[11,12,15,27]. In the first two, the observers or filters
that are used are linear time-invariant (up to an out-
put injection). On the contrary, in [11,12], Kalman-
like time-varying observers are considered. The latter
are also utilised here. Indeed, even if the attention is
restricted to bilinear systems only, those observers
allow one to handle the synthesis of residual genera-
tors for a larger class of such systems. By particular-
Received 2 October 1996; Accepted in revised form I August 1997.
Recommended by A. S. Morse and P. M. Frank.