Abstract
A single server \({M/G_{1},G_{2}/1}\) queue with Poisson arrivals, two phases of general heterogeneous services that both phases are essential, with Bernoulli feedback and Bernoulli vacation is assumed. In the common queue models the service times of the phases are assumed to be independent. However, in this paper we assume that they are dependent random variables, considering that this dependency is one-way. It means that the second-phase service time does not affect the first-phase service time. Whereas, the first-phase service time affects the second-phase service time. For this model, the steady-state probability generating function of the queue size distribution is obtained. The Laplace–Stieltjes transform of the service times’ distributions and some important performance measures such as the mean of the queue size and the waiting time of a customer in the queue are obtained. Finally, numerical results via the Farlie–Gumbel–Morgenstern copula function are presented.
Similar content being viewed by others
Availability of data and materials
The data that support the findings of this paper is openly available on request from the authors.
References
Badamchizadeh, A.: A batch arrival multi phase queueing system with random feedback in service and single vacation policy. Opsearch 52, 617–630 (2015). https://doi.org/10.1007/s12597-015-0206-9
Behzad, R., Salehi Rad, M.R.: Simultaneous arrival of customers to two different queues and modeling dependence via copula approach. Commun. Stat. Simul. Comput. 47, 3118–3131 (2018). https://doi.org/10.1080/03610918.2017.1371748
Behzad, R., Salehi Rad, M.R., Nematollahi, N.: Queues with simultaneous arrival of customers and the dependence structure of the waiting times. Methodol. Comput. Appl. Probab. 21(4), 1045–1056 (2019). https://doi.org/10.1007/s11009-018-9647-y
Choudhury, G., Paul, M.: A two-phase queueing system with Bernoulli feedback. Inf. Manag. Sci. 16(1), 35–52 (2005)
Das, R.R., Devi, V.N., Rathore, A., Chandan, K.: Analysis of Markovian queueing system with server failures, N-policy and second optional service. Int. J. Nonlinear Anal. Appl. 13(1), 3073–3083 (2022). https://doi.org/10.22075/IJNAA.2022.6048
Fisher, N.I.: Copulas. In: Kotz, S., Read, C.B., Banks, D.L. (eds.) Encyclopedia of Statistical Sciences, pp. 159–163. Wiley, New York (1997)
Keilson, J., Kooharian, A.: on time dependent queueing processes. Ann. Math. Stat. 31(1), 104–112 (1960). https://doi.org/10.1214/aoms/1177705991
Kumar, R., Sharma, S.: Transient analysis of a Markovian queueing model with multiple-heterogeneous servers, and customers’ impatience. Opsearch 58, 540–556 (2021). https://doi.org/10.1007/s12597-020-00495-0
Mahanta, S., Choudhury, G.: On \({M/(G_1, G_2)/1/V(MV)}\) queue with two types of general heterogeneous services with Bernoulli feedback. Cogent Math. Stat. 5, 1–9 (2018). https://doi.org/10.1080/23311835.2018.1433577
Romanov, O., Nikolaev, S., Ye, Orliuk: Radio monitoring complex model as multi-phase queueing system. Radioelectron. Commun. Syst. 65, 155–164 (2022). https://doi.org/10.3103/s0735272722030050
Vadivukarasi, M., Kalidass, K.: Discussion on the transient solution of single server Markovian multiple variant vacation queues with disasters. Opsearch 59, 1352–1376 (2022). https://doi.org/10.1007/s12597-022-00574-4
Wu, C.H., Yang, D.Y.: Bi-objective optimization of a queueing model with two-phase heterogeneous service. Comput. Oper. Res. 130, 105230 (2021). https://doi.org/10.1016/j.cor.2021.105230
Acknowledgements
Not applicable.
Funding
No funds, grants, or other supports were received.
Author information
Authors and Affiliations
Contributions
All authors contributed to the study’s conception and design.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Consent for publication
The manuscript has not been submitted or published anywhere and will not be submitted elsewhere until the editorial process is completed.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Foroutan, H., Salehi Rad, M.R. Two phases queue systems with dependent phases service times via copula. OPSEARCH 61, 189–204 (2024). https://doi.org/10.1007/s12597-023-00702-8
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12597-023-00702-8