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IEEE TRANSACTIONS ON RELIABILITY 1
Reliability and Reliability Importance of
Weighted-r -Within-Consecutive-k -out-
of-n : F System
Kirtee K. Kamalja and Kalpesh P. Amrutkar
Abstract—In this paper, we consider a weighted-r-within-
consecutive-k-out-of-n : F system. The weighted system has in
general n components, each one having a positive integer weight
w
i
,i =1, 2,...,n. The weighted-r-within-consecutive-k-out-
of-n : F system fails if and only if the total weight of failed
components among k consecutive components is at least r. We
introduce a binomial-type weighted scan statistic and study the
reliability, the Birnbaum, improvement potential importance and
Bayesian reliability importance of the system taken into considera-
tion. We develop an explicit closed-form formula for the evaluation
of reliability and reliability importance measures of a weighted-
r-within-consecutive-k-out-of-n : F system and demonstrate the
results numerically. We present a study showing the effectiveness
of the method in terms of CPU time.
Index Terms—Binomial-type weighted scan statistic, Birn-
baum reliability importance, improvement potential importance,
weighted-r-within-consecutive-k-out-of-n : F system.
NOMENCLATURE
Acronyms and Abbreviations
BT Binary trial.
WMBT (MBT) Weighted Markov BT (Markov BT).
B-importance Birnbaum importance.
pgf (pmf) Probability generating function (probability
mass function).
i.i.d. Independently and identically distributed.
C(k,n : F ) Consecutive-k-out-of-n : F system.
C
m
(k,n : F ) m-consecutive-k-out-of-n : F system.
C(r, k, n : F ) r-within-consecutive-k-out-of-n : F system.
C
w
(k,n : F ) Weighted-consecutive-k-out-of-n : F system.
C
w
m
(k,n : F ) Weighted-m-consecutive-k-out-of-n : F
system.
C
w
(r, k, n : F ) Weighted-r-within-consecutive-k-out-of-
n : F system.
Manuscript received October 7, 2017; revised January 4, 2018; accepted
April 5, 2018. The work of K. P. Amrutkar was supported by the Council of
Scientific and Industrial Research, New Delhi, India, through award of Senior
Research Fellowship (F. No. 09/728 (0033)/2014-EMR-I). Associate Editor:
A. Romanovsky. (Corresponding author: Kirtee K. Kamalja.)
The authors are with the Department of Statistics, School of Mathemati-
cal Sciences, North Maharashtra University, Jalgaon 425001, India (e-mail:,
kirteekamalja@gmail.com; amrutkarkp@gmail.com).
Digital Object Identifier 10.1109/TR.2018.2826065
Assumptions
The arrangement of components in a system is linear.
The components and system states are binary.
The component reliabilities are Markov-dependent (MD).
Each component of a system is assigned a specific weight.
Notations
n Number of components in a system.
X
i
State of the ith component of the system (X
i
also represents an outcome of BT). X
i
=1
if component i is functioning; X
i
=0 if it is
failed.
X (X
1
,X
2
,...,X
n
), binary state random vec-
tor (also represent a vector of n WMBT).
w
i
Weight of the ith component/ith WMBT.
w (w
1
,w
2
,...,w
n
), vector of weights of n
components in a system.
w =
∑
n
i =1
w
i
. Total weight of all components
of the system.
ϕ(X ) Binary structure function of a system:
ϕ(X ) = 1(0) for working (failed) system.
p
11
(p
00
) Markov dependent reliability (unreliability)
of a component given that its preceding com-
ponent is working (failed).
p
01
(p
10
) Markov dependent reliability (unreliability)
of a component given that its preceding com-
ponent is failed (working).
k Length of a window of consecutive compo-
nents (k ≤ n).
r The minimum total weight of failed compo-
nents in a window of k consecutive compo-
nents, which cause system failure.
R(S) Reliability of the system S.
I
u
B
(S) B-importance of the uth component of the
system S.
I
u
IP
(S) Improvement potential measure of the uth
component of system S.
I
u
Bay
(S) Bayesian reliability importance of the uth
component of the system S.
M
n,k,r
The number of occurrences of overlapping
scanning windows of length k containing at
least r successes in n-BT.
M
w
n,k,r
Number of occurrences of overlapping scan-
ning windows of length k containing failures
with a total weight at least r in n-WMBTs.
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