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Year 2025, Volume: 54 Issue: 5, 1954 - 1975, 29.10.2025
https://doi.org/10.15672/hujms.1637390

Abstract

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.

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
https://doi.org/10.15672/hujms.1637390

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.
There are 37 citations in total.

Details

Primary Language English
Subjects Soft Computing, Numerical and Computational Mathematics (Other)
Journal Section Statistics
Authors

Indumathi P This is me 0000-0002-4429-996X

Karthikeyan K 0000-0003-3321-8092

Early Pub Date August 22, 2025
Publication Date October 29, 2025
Submission Date February 12, 2025
Acceptance Date August 2, 2025
Published in Issue Year 2025 Volume: 54 Issue: 5

Cite

APA P, I., & K, K. (2025). Matrix-geometric analysis of heterogeneous server queueing systems with multiple working vacations: Comparison with ANFIS. Hacettepe Journal of Mathematics and Statistics, 54(5), 1954-1975. https://doi.org/10.15672/hujms.1637390
AMA P I, K K. Matrix-geometric analysis of heterogeneous server queueing systems with multiple working vacations: Comparison with ANFIS. Hacettepe Journal of Mathematics and Statistics. October 2025;54(5):1954-1975. doi:10.15672/hujms.1637390
Chicago P, Indumathi, and Karthikeyan K. “Matrix-Geometric Analysis of Heterogeneous Server Queueing Systems With Multiple Working Vacations: Comparison With ANFIS”. Hacettepe Journal of Mathematics and Statistics 54, no. 5 (October 2025): 1954-75. https://doi.org/10.15672/hujms.1637390.
EndNote P I, K K (October 1, 2025) Matrix-geometric analysis of heterogeneous server queueing systems with multiple working vacations: Comparison with ANFIS. Hacettepe Journal of Mathematics and Statistics 54 5 1954–1975.
IEEE I. P and K. K, “Matrix-geometric analysis of heterogeneous server queueing systems with multiple working vacations: Comparison with ANFIS”, Hacettepe Journal of Mathematics and Statistics, vol. 54, no. 5, pp. 1954–1975, 2025, doi: 10.15672/hujms.1637390.
ISNAD P, Indumathi - K, Karthikeyan. “Matrix-Geometric Analysis of Heterogeneous Server Queueing Systems With Multiple Working Vacations: Comparison With ANFIS”. Hacettepe Journal of Mathematics and Statistics 54/5 (October2025), 1954-1975. https://doi.org/10.15672/hujms.1637390.
JAMA P I, K K. Matrix-geometric analysis of heterogeneous server queueing systems with multiple working vacations: Comparison with ANFIS. Hacettepe Journal of Mathematics and Statistics. 2025;54:1954–1975.
MLA P, Indumathi and Karthikeyan K. “Matrix-Geometric Analysis of Heterogeneous Server Queueing Systems With Multiple Working Vacations: Comparison With ANFIS”. Hacettepe Journal of Mathematics and Statistics, vol. 54, no. 5, 2025, pp. 1954-75, doi:10.15672/hujms.1637390.
Vancouver P I, K K. Matrix-geometric analysis of heterogeneous server queueing systems with multiple working vacations: Comparison with ANFIS. Hacettepe Journal of Mathematics and Statistics. 2025;54(5):1954-75.