European Journal of Operational Research 35 (1988) 89-97 89
North-Holland
Theory and Methodology
Reliability concepts under the theory of evidence
M. DELGADO and S. MORAL
Dpto. Estadistica, F. de Ciencias, Univ. de Granada, 18071 Granada, Spain
Abstract: This paper presents an approach to reliability theory from the point of view of the theory of
evidence. The basic assumption is that the time to failure (life) of an equipment is a variable characterized
by means of an evidence on the real line, instead of a probability distribution (the classical model).
Firstly some concepts of Dempster-Shafer's theory of evidence for a non-necessarily finite set are given.
Then the fundamental concepts under the formulation of Dempster-Shafer's theory are introduced.
Keywords: Reliability, basic probability assignment, independence
I. Introduction
The classical model of reliability theory suppo-
ses the time to failure (life) of a system is a real
random variable characterized by means of a
probability distribution (see Barlow-Proschan [1],
Sivazlian- Stanfel [10]).
Such a hypotesis implies that the available in-
formation about the time to failure, in a real case,
must always be translated into a probability distri-
bution. But it can happen that it is either impossi-
ble to obtain such a probabilistic description or it
is very expensive in time or money. In fact, it is
conceivable to have the following information:
"The life of this equipment is approximately
two years"
or
"The time to failure of this component is rather
less than four weeks".
It is obvious that these statements have a non-
Received July 1986; revised March 1987
probabilistic nature (rather possibilistic, Zadeh
[13]), and so translating them into a probability
distribution induces the distortion of the said in-
formation. Then developing non-probabilistic
models for reliability theory seems interesting. The
theory of evidence (Dempster [2], Sharer [8]) pro-
vides a general framework, were both probabilistic
and possibilistic (Zadeh [13]) informations are in-
cluded as particular cases.
In this work, we present an approach to relia-
bility theory using the tools of the theory of
evidence to present and handle the avaible infor-
mation about the time to failure of the system.
In Section 3 the basic concepts of reliability
theory (survival or reliability function and mean
life or mean time to failure; see Barlow-Proscham
• [1], Sivazlian-Stanfel [10]) are generalized in terms
of the plausibility and belief measures associated
with a basic probability assignment (the key con-
cept in theory of evidence). For that, a definition
of such concepts in non-necessarily finite sets is
needed. Section 2 deals with this subject, paying a
particular attention to the definition of indepen-
dent evidences. Finally (Section 4) we study the
reliability of a complex system from the one of its
components, using the former concepts.
0377-2217/88/$3.50 © 1988, Elsevier Science Publishers B.V. (North-Holland)