Kybernetes
23,3
10
General Structure Functions
J. Montero, J. Tejada and J. Yáñez
Universidad Complutense, Madrid, Spain
Introduction
Let us consider a system with n components. A central problem in reliability
theory is how to determine the relationship between the performance level of
the system itself and the performance levels of its components. This
relationship is usually explained by a structure function. Much of the reliability
literature develops the properties of binary systems with binary components,
where only two states are supposed: perfect functioning “0” and complete
failure “1’ (see, for example, Barlow and Proschan[1]). Hence, it is usually
assumed that the system can be represented by a mapping φ: {0, 1}
n
→{0, 1},
called a structure function. The value φ(x
1
,x
2
, …, x
n
) is the state of the system
when each component i is at level x
i
. But it is clear that such a binary
assumption becomes a serious oversimplification when dealing with many real
situations, since we find very often that components and systems can be in
intermediate levels.
Some authors have developed a theory of multistate systems in which a finite
ordered set of performance levels is assumed. This restriction to a finite space
of states also seems arbitrary in practice, since we can often discern a
continuum of different states between both extreme performance levels.
Recently, a number of articles (see, for example, Baxter[2,3] and Block and
Savits[4]) have introduced another generalization by considering a class of
structure functions in which the performance levels may take any value in a
given real interval – for example the unit interval. These “continuum” structure
functions are given by mappings φ: [0, 1]
n
→[0, 1]. In order to avoid confusion
with topological continuity, these continuum structures have been named
“fuzzy” structures in Montero[5] and Montero and Tejada[6]. In any case, it
must be pointed out that at this moment we cannot properly talk about a unified
theory for non-binary systems.
A General Space of States for Structure Functions
A general space of performance levels must allow us some kind of comparison
between different states. Therefore, it can be assumed that at least a partially
ordered set (L, ≥) has been associated to every space of states. That is, a pair
given by a non-empty set L and a binary relation ≥ over L verifying reflexivity
(a ≥ a 2200a ∈ L), anti-symmetry (a = b if a ≥ b and b ≥ a hold simultaneously) and
transitivity (a ≥ c if a ≥ b and b ≥ c hold for some b ∈L ). In this way, when
This research has been partially supported by Dirección General de Investigación Cientifica y
Técnica, national grant number PB88-0137 and PB91 0389.
Kybernetes, Vol. 23 No. 3, 1994,
pp. 10-19. © MCB University
Press, 0368-492X