Year 2025,
Volume: 54 Issue: 5, 1954 - 1975, 29.10.2025
Indumathi P
Karthikeyan K
References
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with working vacations, Oper. Res. Lett. 35 (5), 595-600, 2007.
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[3] P. Manoharan and S. Majid, Stationary analysis of a multiserver queue with multiple
working vacations and impatient customers, AAM (Appl. Math. Int. J.) 12 (2), 2,
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[4] I. Ziad, P. V. Laxmi, E. G. Bhavani, A. A. Bouchentouf and S. Majid, A matrix geometric
solution of a multi-server queue with waiting servers and customers impatience
under variant working vacation and vacation interruption, Yugosl. J. Oper. Res. 33
(3), 389-407, 2023.
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[5] J. Keilson, Queues subject to service interruption, Ann. Math. Stat. 33 (4), 13141322,
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1986.
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[7] M. F. Neuts, Matrix-geometric solutions in stochastic models: an algorithmic approach,
Courier Corporation, 1994.
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[8] M. Jain and A. Jain, Working vacations queueing model with multiple types of server
breakdowns, Appl. Math. Model. 34 (1), 1-13, 2010.
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[9] W. J. Grey, P. P. Wang and M. K. Scott, A vacation queueing model with service
breakdown, Appl. Math. Model. 24 (1), 391-400, 2000.
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[10] M. Seenivasan and S. Chandiraleka, Markovian queueing model with multiple working
vacation and catastrophe with restoration, AIP Conference Proceedings, 2764 (1),
September 2023.
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[11] V. M. Chandrasekaran, K. Indhira, M. C. Saravanarajan and P. Rajadurai, A survey
on working vacation queueing models, Int. J. Pure Appl. Math 106 (6), 33-41, 2016.
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[12] P. Gupta and N. Kumar, Performance analysis of retrial queueing model with working
vacation, interruption, waiting server, breakdown and repair, J. Sci. Res 13 (3), 833-
844, 2021.
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[13] V. Saravanan, V. Poongothai and P. Godhandaraman, Performance analysis of a
multi-server retrial queueing system with unreliable server, discouragement and vacation
model, Math Comput Simul. 214, 204-226, 2023.
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[14] M. Seenivasan, V. J. Chakravarthy and R. Abinaya, Markovian queueing model with
server breakdown, single working vacation, and catastrophe, In International Conference
on Advances in Electrical and Computer Technologies, Springer Nature Singapore,
pp. 409-421, October 2021.
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[15] P. K. Agrawal, A. Jain and M. Jain, $M/M/1$ queueing model with working vacation
and two types of server breakdown, In Journal of Physics: Conference Series, 1849
(1), 012021, March 2021. IOP Publishing.
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[16] S. Thakur, A. Jain, and M. Jain, ANFIS and cost optimization for Markovian queue
with operational vacation, Int. J. Math. Eng. Management Sci, 6 (3), 894-910, 2021.
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[17] M. Seenivasan and S. Chandiraleka, Single server queueing model with multiple working
vacation and breakdown, In 2022 Second International Conference on Advances
in Electrical, Computing, Communication and Sustainable Technologies (ICAECT),
IEEE, pp. 1-5, April 2022.
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[18] M. Seenivasan and R. Abinaya, Markovian queueing model with single working vacation
and server breakdown, J. Comput. Anal. Appl. 30 (2), 210-221, 2021.
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[19] M. Seenivasan and J. Epciya, Markovian queue with single working vacation, feedback,
and state-dependent customers with a unique server, In AIP Conference Proceedings,
2764 (1), AIP Publishing, September 2023.
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[20] C. K. Anjali and S. Kolledath, Survey on queueing models with discouragement, policies,
and vacation, IJMOR 28 (1), 105-145, 2024.
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[21] K. Divya and K. Indhira, Analysis of a heterogeneous queuing model with intermittently
obtainable servers under a hybrid vacation schedule, Symmetry 15(7), 1304,
2023.
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[22] P. Indumathi and K. Karthikeyan, ANFIS-enhanced M/M/2 queueing model investigation
in heterogeneous server systems with catastrophe and restoration, Contemp.
Math. 52, 2482-2502, 2024.
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[23] P. Suganthi and M. S. Pavai, An energy-saving single-server queueing model under
working vacation and working breakdown, NeuroQuantology 20 (6), 9342, 2022.
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[24] S. R. Chakravarthy and R. Kulshrestha, A queueing model with server breakdowns,
repairs, vacations, and backup server, Oper. Res. Perspect. 7, 100131, 2020.
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[25] D. Y. Yang, Y. H. Chen and C. H. Wu, Modelling and optimisation of a two-server
queue with multiple vacations and working breakdowns, Int. J. Prod. Res. 58 (10),
3036-3048, 2020.
-
[26] K. Divya and K. Indhira, A literature survey on queueing models with working vacation,
Reliab. Theory Appl. 19 (1), 40-49, 2024.
-
[27] H. Takagi, Vacation and Priority Systems, Queueing AnalysisA Foundation of Performance
Evaluation, Vol. 1, North-Holland, New York, 1991.
-
[28] N. Tian and Z. G. Zhang, Vacation Queueing Models: Theory and Applications, Vol.
93, Springer Science & Business Media, 2006.
-
[29] J. C. Ke, C. H. Wu and Z. G. Zhang, Recent developments in vacation queueing
models: a short survey, Int. J. Oper. Res. 7 (4), 3-8, 2010.
-
[30] R. Arumuganathan and K. S. Ramaswami, Analysis of a bulk queue with fast and
slow service rates and multiple vacations, Asia-Pac. J. Oper. Res. (APJOR) 22 (2),
239-260, 2005.
-
[31] S. Upadhyaya, Queueing systems with vacation: an overview, Int. J. Math. Oper.
Res. (IJMOR), 9 (2), 167-213, 2016.
-
[32] J. Li and N. Tian, The $M/M/1$ queue with working vacations and vacation interruptions,
J. Syst. Sci. Syst. Eng 16 (1), 121-127, 2007.
-
[33] Y. Baba, The $MX/M/1$ queue with multiple working vacations, Am. J. Oper. Res. 2
(2), 217-224, 2012.
-
[34] J. S. Jang, ANFIS: Adaptive-network-based fuzzy inference system, IEEE Trans. Syst.
Man. Cybern. 23 (3), 665-685, 1993.
-
[35] N. Walia, H. Singh and A. Sharma, ANFIS: Adaptive neuro-fuzzy inference systemA
survey, Int. J. Comput. Appl. 123 (13), 32-38, 2015.
-
[36] H. Hamdan and J. M. Garibaldi, Adaptive neuro-fuzzy inference system (ANFIS) in
modelling breast cancer survival, In International Conference on Fuzzy Systems, pp.
1-8, IEEE, July 2010.
-
[37] A. V. Gite, R. M. Bodade and B. M. Raut, ANFIS controller and its application, Int.
J. Eng. Res. Technol.(IJERT) 2 (2), 1-5, 2013.
Matrix-geometric analysis of heterogeneous server queueing systems with multiple working vacations: Comparison with ANFIS
Year 2025,
Volume: 54 Issue: 5, 1954 - 1975, 29.10.2025
Indumathi P
Karthikeyan K
Abstract
This study investigates a Markovian queueing system in which server 2 operates under multiple working vacations and is subject to service-time breakdowns. Server 1 remains continuously available and provides service at a normal rate (\(\omega_1\)). Both servers adjust their service rates to manage an infinite queue of customers. The intermittent availability of server 2, which provides service at rate \(\omega_2\) during regular working periods, affects the overall performance of the system. Customers join the system with probability \(\beta\) when at least one server is available; otherwise, they leave with probability \(\overline{\beta}\). After receiving service, customers leave the system with probability \(\eta\) or return to the queue for another service attempt with probability \(1 - \eta\). The matrix-geometric method is employed to perform steady-state analysis and derive stability conditions. A cost analysis is also performed to optimize system expenditure and improve resource utilization. The computational results demonstrate the impact of various system parameters on performance metrics. Additionally, a soft computing-based Adaptive Neuro-Fuzzy Inference System is used to validate the analytical findings.
References
-
[1] L. D. Servi and S. G. Finn, $M/M/1$ queues with working vacations (M/M/1/WV),
Perform. Eval. 50 (1), 41-52, 2002.
-
[2] W. Y. Liu, X. L. Xu and N. S. Tian, Stochastic decompositions in the $M/M/1$ queue
with working vacations, Oper. Res. Lett. 35 (5), 595-600, 2007.
-
[3] P. Manoharan and S. Majid, Stationary analysis of a multiserver queue with multiple
working vacations and impatient customers, AAM (Appl. Math. Int. J.) 12 (2), 2,
2017.
-
[4] I. Ziad, P. V. Laxmi, E. G. Bhavani, A. A. Bouchentouf and S. Majid, A matrix geometric
solution of a multi-server queue with waiting servers and customers impatience
under variant working vacation and vacation interruption, Yugosl. J. Oper. Res. 33
(3), 389-407, 2023.
-
[5] J. Keilson, Queues subject to service interruption, Ann. Math. Stat. 33 (4), 13141322,
1962.
-
[6] B. T. Doshi, Queueing systems with vacations A survey, Queueing Syst. 1, 2966,
1986.
-
[7] M. F. Neuts, Matrix-geometric solutions in stochastic models: an algorithmic approach,
Courier Corporation, 1994.
-
[8] M. Jain and A. Jain, Working vacations queueing model with multiple types of server
breakdowns, Appl. Math. Model. 34 (1), 1-13, 2010.
-
[9] W. J. Grey, P. P. Wang and M. K. Scott, A vacation queueing model with service
breakdown, Appl. Math. Model. 24 (1), 391-400, 2000.
-
[10] M. Seenivasan and S. Chandiraleka, Markovian queueing model with multiple working
vacation and catastrophe with restoration, AIP Conference Proceedings, 2764 (1),
September 2023.
-
[11] V. M. Chandrasekaran, K. Indhira, M. C. Saravanarajan and P. Rajadurai, A survey
on working vacation queueing models, Int. J. Pure Appl. Math 106 (6), 33-41, 2016.
-
[12] P. Gupta and N. Kumar, Performance analysis of retrial queueing model with working
vacation, interruption, waiting server, breakdown and repair, J. Sci. Res 13 (3), 833-
844, 2021.
-
[13] V. Saravanan, V. Poongothai and P. Godhandaraman, Performance analysis of a
multi-server retrial queueing system with unreliable server, discouragement and vacation
model, Math Comput Simul. 214, 204-226, 2023.
-
[14] M. Seenivasan, V. J. Chakravarthy and R. Abinaya, Markovian queueing model with
server breakdown, single working vacation, and catastrophe, In International Conference
on Advances in Electrical and Computer Technologies, Springer Nature Singapore,
pp. 409-421, October 2021.
-
[15] P. K. Agrawal, A. Jain and M. Jain, $M/M/1$ queueing model with working vacation
and two types of server breakdown, In Journal of Physics: Conference Series, 1849
(1), 012021, March 2021. IOP Publishing.
-
[16] S. Thakur, A. Jain, and M. Jain, ANFIS and cost optimization for Markovian queue
with operational vacation, Int. J. Math. Eng. Management Sci, 6 (3), 894-910, 2021.
-
[17] M. Seenivasan and S. Chandiraleka, Single server queueing model with multiple working
vacation and breakdown, In 2022 Second International Conference on Advances
in Electrical, Computing, Communication and Sustainable Technologies (ICAECT),
IEEE, pp. 1-5, April 2022.
-
[18] M. Seenivasan and R. Abinaya, Markovian queueing model with single working vacation
and server breakdown, J. Comput. Anal. Appl. 30 (2), 210-221, 2021.
-
[19] M. Seenivasan and J. Epciya, Markovian queue with single working vacation, feedback,
and state-dependent customers with a unique server, In AIP Conference Proceedings,
2764 (1), AIP Publishing, September 2023.
-
[20] C. K. Anjali and S. Kolledath, Survey on queueing models with discouragement, policies,
and vacation, IJMOR 28 (1), 105-145, 2024.
-
[21] K. Divya and K. Indhira, Analysis of a heterogeneous queuing model with intermittently
obtainable servers under a hybrid vacation schedule, Symmetry 15(7), 1304,
2023.
-
[22] P. Indumathi and K. Karthikeyan, ANFIS-enhanced M/M/2 queueing model investigation
in heterogeneous server systems with catastrophe and restoration, Contemp.
Math. 52, 2482-2502, 2024.
-
[23] P. Suganthi and M. S. Pavai, An energy-saving single-server queueing model under
working vacation and working breakdown, NeuroQuantology 20 (6), 9342, 2022.
-
[24] S. R. Chakravarthy and R. Kulshrestha, A queueing model with server breakdowns,
repairs, vacations, and backup server, Oper. Res. Perspect. 7, 100131, 2020.
-
[25] D. Y. Yang, Y. H. Chen and C. H. Wu, Modelling and optimisation of a two-server
queue with multiple vacations and working breakdowns, Int. J. Prod. Res. 58 (10),
3036-3048, 2020.
-
[26] K. Divya and K. Indhira, A literature survey on queueing models with working vacation,
Reliab. Theory Appl. 19 (1), 40-49, 2024.
-
[27] H. Takagi, Vacation and Priority Systems, Queueing AnalysisA Foundation of Performance
Evaluation, Vol. 1, North-Holland, New York, 1991.
-
[28] N. Tian and Z. G. Zhang, Vacation Queueing Models: Theory and Applications, Vol.
93, Springer Science & Business Media, 2006.
-
[29] J. C. Ke, C. H. Wu and Z. G. Zhang, Recent developments in vacation queueing
models: a short survey, Int. J. Oper. Res. 7 (4), 3-8, 2010.
-
[30] R. Arumuganathan and K. S. Ramaswami, Analysis of a bulk queue with fast and
slow service rates and multiple vacations, Asia-Pac. J. Oper. Res. (APJOR) 22 (2),
239-260, 2005.
-
[31] S. Upadhyaya, Queueing systems with vacation: an overview, Int. J. Math. Oper.
Res. (IJMOR), 9 (2), 167-213, 2016.
-
[32] J. Li and N. Tian, The $M/M/1$ queue with working vacations and vacation interruptions,
J. Syst. Sci. Syst. Eng 16 (1), 121-127, 2007.
-
[33] Y. Baba, The $MX/M/1$ queue with multiple working vacations, Am. J. Oper. Res. 2
(2), 217-224, 2012.
-
[34] J. S. Jang, ANFIS: Adaptive-network-based fuzzy inference system, IEEE Trans. Syst.
Man. Cybern. 23 (3), 665-685, 1993.
-
[35] N. Walia, H. Singh and A. Sharma, ANFIS: Adaptive neuro-fuzzy inference systemA
survey, Int. J. Comput. Appl. 123 (13), 32-38, 2015.
-
[36] H. Hamdan and J. M. Garibaldi, Adaptive neuro-fuzzy inference system (ANFIS) in
modelling breast cancer survival, In International Conference on Fuzzy Systems, pp.
1-8, IEEE, July 2010.
-
[37] A. V. Gite, R. M. Bodade and B. M. Raut, ANFIS controller and its application, Int.
J. Eng. Res. Technol.(IJERT) 2 (2), 1-5, 2013.