Vol.:(0123456789)
Operational Research
https://doi.org/10.1007/s12351-018-0424-z
1 3
ORIGINAL PAPER
Effects of non‑normal quality data on the integrated
model of imperfect maintenance, early replacement,
and economic design of
X ‑control charts
M. A. Pasha
1
· M. Bameni Moghadam
1
· M. A. Rahim
2
Received: 7 May 2017 / Revised: 23 June 2018 / Accepted: 7 September 2018
© Springer-Verlag GmbH Germany, part of Springer Nature 2018
Abstract
The quality characteristic of a product for designing a control chart is commonly
assumed to be normally distributed. However, this may not be reasonable in many
practical applications. This study investigates the effects of non-normality data on
the economic design of
X-control charts for systems under imperfect maintenance
and the possibility of age-dependent repair before failure. These preventive main-
tenance policies increase the reliability of a system by reducing the shift rate to the
out-of-control state of the process. A generalized economic model of the joint opti-
mization problem is adopted for the Burr distributed quality data to derive the opti-
mal design parameters of the integrated model under non-normality; i.e., the main-
tenance level, the replacement time, the sample size, the sampling intervals, and the
control limits coefficient. Numerical examples reveal that the choice of quality char-
acteristic distribution significantly affects the optimal design parameters of the inte-
grated model. Furthermore, the higher maintenance levels reduce the quality control
costs in non-normal cases similar to normal traditional approach.
Keywords Non-normal distributed data · Imperfect maintenance · Truncated
production cycle · Deteriorating process · Integrated hazard over sampling intervals
* M. A. Pasha
m.a.pasha@atu.ac.ir
M. Bameni Moghadam
bamenimoghadam@atu.ac.ir
M. A. Rahim
rahim@unb.ca
1
Department of Statistics, Allameh Tabataba’i University, Beheshti-Ghasir Ave.,
Tehran 1513615411, Iran
2
Faculty of Business Administration, University of New Brunswick, Fredericton, NB E3B 5A3,
Canada