IJMEMES logo

International Journal of Mathematical, Engineering and Management Sciences

ISSN: 2455-7749


Particle Swarm Optimization and Maximum Entropy Results for MX/G/1 Retrial G-Queue with Delayed Repair

Particle Swarm Optimization and Maximum Entropy Results for MX/G/1 Retrial G-Queue with Delayed Repair

Geetika Malik
Amity Institute of Applied Sciences, Amity University, Noida, India.

Shweta Upadhyaya
Amity Institute of Applied Sciences, Amity University, Noida, India.

Richa Sharma
Department of Mathematics, JK Lakshmipath University, Jaipur, India.

DOI https://doi.org/10.33889/IJMEMS.2021.6.2.033

Received on April 28, 2020
  ;
Accepted on September 11, 2020

Abstract

This paper examines an MX/G/1 retrial model with negative customers including the concepts of working vacation, Bernoulli feedback, delayed repair, state-dependent and multi-optional services. Such a queue is quite relevant in real world, for instance in computer systems, manufacturing organisations, packet-switching networks, telecommunication systems, etc. The arrival pattern of customers is according to Poisson distribution. The service is such that first essential service (FES) is provided to every customer and second optional service (SOS) is provided in k phases to those who wants to opt for the same. The negative customers may arrive during the time when the server is busy in serving a positive customer. This leads to breakdown of the server and thus the server has to be restored (repair) by the repair man. Some moments may be taken by the repair man to initiate the repair process, leading to delay in repair. In our work, firstly we have calculated performance measures like long run probabilities and orbit size along with some reliability indices. Then a relative study between the exact expected waiting time and approximate expected waiting time of the system is presented via maximum entropy approach. Also we perform cost optimization using particle swarm optimization (PSO method). Few numerical results are also provided.

Keywords- Retrial, Multi-optional service, Queue length, Maximum entropy principle, Particle swarm optimisation.

Citation

Malik, G., Upadhyaya, S., & Sharma, R. (2021). Particle Swarm Optimization and Maximum Entropy Results for MX/G/1 Retrial G-Queue with Delayed Repair. International Journal of Mathematical, Engineering and Management Sciences, 6(2), 541-563. https://doi.org/10.33889/IJMEMS.2021.6.2.033.