Ordering Results on Comparisons of Lifetimes of Parallel Systems through the Majorization of Unit Gamma Gompertz-F Parameters

Document Type : Original Article

Authors
1 Department of Statistics, University of Hormozgan, P. O. Box 3995, Hormozgan 7916193145, Iran.
2 Department of Statistics, University of Hormozgan, P. O. Box 3995, Hormozgan 7916193145, Iran
Abstract
This study compares two parallel systems whose components are taken from the unit gamma Gompertz-F family. The comparisons are accomplished according to various stochastic orders, including the usual stochastic order, the reversed hazard rate order, and the likelihood ratio order by way of the majorization of shape parameters. For additional research, we investigate the lifetime of system components to be dependent or independent under conditions that the baseline distribution function of components is identical or non-identical. A numerical example based on real-life data is presented as an illustration.
Keywords
Subjects

Balakrishnan, N., Barmalzan, G., and Haidari, A. (2020). Exponentiated models preserve stochastic orderings of parallel and series systems. Communications in Statistics-Theory and Methods, 49(7), 1592--1602.
Balakrishnan, N., Barmalzan, G., and Kosari, S. (2021). Comparisons of Parallel Systems with Components Having Proportional Reversed Hazard Rates and Starting Devices. Mathematics, 9(8), 856.
Barlow, R. E., and Proschan, F., Mathematical Theory of Reliability, Society for Industrial and Applied Mathematics, Philadelphia, 1996.
Bantan, R. A., Jamal, F., Chesneau, C., and Elgarhy, M. (2021). Theory and applications of the unit gamma/gompertz distribution. Mathematics, 9 (16), 1850.
Barmalzan, G., Ayat, S. M., and Balakrishnan, N. (2022 a). Stochastic comparisons of series and parallel systems with dependent Burr type XII components. Communications in Statistics-Theory and Methods, 51(7), 2209--2230.
Barmalzan, G., Ayat, S. M., Balakrishnan, N., and Roozegar, R. (2020). Stochastic comparisons of series and parallel systems with dependent heterogeneous extended exponential components under Archimedean copula. Journal of Computational and Applied Mathematics, 380, 112965.
Barmalzan, G., and Dehsukhteh, S. S. (2021 a). Comparisons of series and parallel systems with heterogeneous exponentiated geometric components. Communications in Statistics-Theory and Methods, 50(18), 4352--4366.
Barmalzan, G., Hosseinzadeh, A. A., and Balakrishnan, N. (2022 b). Stochastic comparisons of series-parallel and parallel-series systems with dependence between components and also of subsystems. Journal of Industrial and Management Optimization, 18(5), 3029--3053.
Barmalzan, G., Hosseinzadeh, A. A., and Balakrishnan, N. (2021 b). Stochastic comparisons of residual lives of series-parallel and parallel-series systems with independent subsystems consisting of dependent components. Stochastic Models, 37(4), 589--607.
Barmalzan, G., Hosseinzadeh, A. A., and Balakrishnan, N. (2021 c). Orderings and Ageing of Reliability Systems with Dependent Components Under Archimedian Copulas. REVSTAT-Statistical Journal.
Barmalzan, G., Kosari, S., and Balakrishnan, N. (2023). Stochastic comparisons of parallel systems with starting devices. Communications in Statistics-Theory and Methods, 52(1), 170--182.
Barmalzan, G., Kosari, S., Hosseinzadeh, A. A., and Balakrishnan, N. (2022 c). Likelihood ratio and dispersive orders of parallel and series systems consisting of dependent multiple-outlier components. Communications in Statistics-Theory and Methods, 1--21.
Barmalzan, G., Najafabadi, A. T. P., and Balakrishnan, N. (2019). Ordering results for series and parallel systems comprising heterogeneous exponentiated Weibull component. Communications in Statistics-Theory and Methods, 48(3), 660--675.
Belzunce F., Riquelme C. M. and Mulero J. An Introduction to Stochastic Orders. Academic Press, 2015.
Bemmaor A.C. and Glady, N. (2012). Modeling purchasing behavior with sudden ``death": A flexible customer lifetime model. Management Science,  58, 1012--1021.
Cordeiro G. M., Alizadeh M. and Ortega E. M. (2014).The exponentiated half-logistic family of
distributions: Properties and applications. Journal of Probability and Statistics, 1--21.
David H. A. and Nagaraja H. N., Order statistics, New York: John Wiley and Sons, 2003.
Eugene N., Lee C. and Famoye F. (2002). Beta-normal distribution and its applications. Communications in Statistics, 31 (4), 497--512.
Ghanbari, F., Barmalzan, G., and Hashemi, S. (2020). Stochastic Comparisons of Series and Parallel Systems with Independent and Heterogeneous Log-Logistic Components. Journal of Advanced Mathematical Modeling, 10(2), 418--438.
Ghanbari, F., Barmalzan, G., and Hashemi, R. (2021). Stochastic comparisons of series and parallel systems with dependent log-logistic components. Communications in Statistics-Theory and Methods, 52(12), 4259--4282.
Ghitany, M. E., Mazucheli, J., Menezes, A. F. B., and Alqallaf, F. (2019). The unit-inverse Gaussian distribution: A new alternative to two-parameter distributions on the unit interval. Communications in Statistics-Theory and Methods, 48(14), 3423--3438.
Haidari, A., Sattari, M., and Barmalzan, G. (2022). On Likelihood Ratio Ordering of Parallel Systems with Two Generalized Exponential Components. Journal of Statistical Sciences, 16(1), 109--126.
Korkmaz M. C. (2020).The unit generalized half normal distribution: A new bounded distribution with inference and application. University Politehnica of Bucharest Scientific Bulletin-Series A-Applied Mathematics and Physics, 82(2), 133--140.
Korkmaz M. C. and Chesneau C. (2021). On the unit Burr-XII distribution with the quantile regression modeling and applications. Computational and Applied Mathematics, 40, 29.
Kundu A., Chowdhury S., Nanda A. K. and Hazra N. K. (2016). Some results on majorization and their applications. Journal of Computational and Applied Mathematics,
301, 161--177.
Li, X., and Fang, R. (2015). Ordering properties of order statistics from random variables of Archimedean copulas with applications. Journal of Multivariate Analysis, 133, 304--320.
Ma, C. (1997). A note on stochastic ordering of order statistics. Journal of Applied Probability, 34(3), 785--789.
Mann H. B. and Whitney D. R. (1947). On a test of whether one of two random variables is
stochastically larger than the other. The annals of mathematical statistics, 50--60.
Marshall A. W., Olkin I. and Arnold B. C. (1979). Inequalities: theory of majorization
and its applications. New York. Academic press.
Mazucheli J., Menezes A. F. B. and Fernandes L. B., De Oliveira R. P. and Ghitany M. E. (2020). The unit-Weibull distribution as an alternative to
the Kumaraswamy distribution for the modeling of quantiles conditional on covariates. Journal of Applied Statistics, 47, 954--974.
Mazucheli J., Menezes A. F. B. and Ghitany M. E. (2018). The unit-Weibull distribution and associated inference. Journal of Applied Probability and Statistics, 13, 1--22.
Nadeb, H., Torabi, H., Dolati, A. (2021). Some general results on usual stochastic ordering of the extreme order statistics from dependent random variables under Archimedean copula dependence. Journal of the Korean Statistical Society, 1-17.
Nelsen R.B., An Introduction to Copulas. New York.
Springer (2006).
Sattari, M., Barmalzan, G., and Balakrishnan, N. (2021). Stochastic comparisons of finite mixture models with generalized Lehmann distributed components. Communications in Statistics-Theory and Methods, 51(22), 7767--7782.
Shaked M. and Shanthikumar J. G. (2007). Stochastic Orders. Springer Science and Business Media.
Shama M. S., Dey S., Altun E., and Afify A. Z. (2022). The Gamma-Gompertz distribution: Theory and applications. Mathematics and Computers in Simulation, 193, 689--712.
Shekari, M., Pakdaman, Z., and Zamani, H. (2023). Stochastic comparisons of parallel systems with heterogeneous exponentiated half logistic-F components. Communications in Statistics-Theory and Methods,
Wang, F., and Li, H. (2018). Distribution modeling for reliability analysis: Impact of multiple dependences and probability model selection. Applied Mathematical Modelling, 59, 483--499.
Xie, K., Li, Y., and Li, W. (2012). Modelling wind speed dependence in system reliability assessment using copulas.  IET Renewable Power Generation, 6(6), 392--399.
Zhao P. and Balakrishnan N. (2012). Stochastic comparison of largest order statistics from multiple-outlier exponential models. Probability in the Engineering and Informational Sciences, 26(2), 159--82.
Zografos K. and Balakrishnan N. (2009). On families of beta-and generalized gamma-generated distributions and associated inference. Statistical Methodology, 6(4), 344--362.
Volume 22, Issue 2
December 2023
Pages 163-183

  • Receive Date 06 November 2023
  • Revise Date 02 June 2024
  • Accept Date 03 July 2024