Shweta Upadhyaya, Shree Vaishnawi, Divya Agarwal, Izhar Ahmad
{"title":"Performance Forecasting of Discrete-Time Priority Retrial Queue With Its Application in Cognitive Radio Networks","authors":"Shweta Upadhyaya, Shree Vaishnawi, Divya Agarwal, Izhar Ahmad","doi":"10.1002/dac.6136","DOIUrl":null,"url":null,"abstract":"<div>\n \n <p>Queueing modeling and optimization of high-speed digital systems provide a tool to the system operators and administrators to build an economic system and to analyze overcrowding situations in various digital systems such as computer systems, cellular mobile webs, cognitive radio networks (<i>CRNs</i>), and many more. CRNs enable a more efficient and flexible use of the radio spectrum by allowing unlicensed users (ULUs) to dynamically access and share frequencies with licensed users (LUs), ensuring that spectrum resources are fully utilized while avoiding interference with licensed operations. This study aims to focus on complex, real-world challenges faced in CRNs and to resolve its few congestion issues through a queue-theoretic approach. The congestion issues faced by CRN can be resolved by modeling the Geo<sup>X</sup>/G/1 priority retrial model with multielective services under the Bernoulli vacation schedule wherein the server's time can be better allocated to users to improve their grade of service. We can see how CRN can be seen as a discrete-time retrial queueing system according to the following formulation. In <i>CRNs</i>, there are two types of users: LUs and ULUs. The former is given priority over the latter in the sense that LUs can forestall the transferences (transmissions) of ULUs. In this perspective, the LU channel acts as a server that can be approachable by ULUs practically. The LU and ULU data packets, links, or sessions act as customers, which usually attach to the virtual track of blocked users if they do not get instant entrance. Moreover, each LU channel either provides access to the entering user or may cease providing service for some span of time called <i>vacation time</i>. This queueing process is termed as <i>Bernoulli vacation (BV)</i>. Also, we apply an admission control policy (ACP), which controls the number of arrivals. In this study, we perform a numerical simulation through which we can conclude that the average number of data packets in CRN and expected total cost increases linearly by upgrading either the admission control probability or arrival rate. Also, our study suggests that the average system size decreases with an increase in the probability that a licensed unit joins the system. Further, multicriteria optimization is used to obtain Pareto optimal solutions of expected total system cost and expected system waiting time in CRN.</p>\n </div>","PeriodicalId":13946,"journal":{"name":"International Journal of Communication Systems","volume":"38 4","pages":""},"PeriodicalIF":1.7000,"publicationDate":"2025-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Communication Systems","FirstCategoryId":"94","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/dac.6136","RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
Queueing modeling and optimization of high-speed digital systems provide a tool to the system operators and administrators to build an economic system and to analyze overcrowding situations in various digital systems such as computer systems, cellular mobile webs, cognitive radio networks (CRNs), and many more. CRNs enable a more efficient and flexible use of the radio spectrum by allowing unlicensed users (ULUs) to dynamically access and share frequencies with licensed users (LUs), ensuring that spectrum resources are fully utilized while avoiding interference with licensed operations. This study aims to focus on complex, real-world challenges faced in CRNs and to resolve its few congestion issues through a queue-theoretic approach. The congestion issues faced by CRN can be resolved by modeling the GeoX/G/1 priority retrial model with multielective services under the Bernoulli vacation schedule wherein the server's time can be better allocated to users to improve their grade of service. We can see how CRN can be seen as a discrete-time retrial queueing system according to the following formulation. In CRNs, there are two types of users: LUs and ULUs. The former is given priority over the latter in the sense that LUs can forestall the transferences (transmissions) of ULUs. In this perspective, the LU channel acts as a server that can be approachable by ULUs practically. The LU and ULU data packets, links, or sessions act as customers, which usually attach to the virtual track of blocked users if they do not get instant entrance. Moreover, each LU channel either provides access to the entering user or may cease providing service for some span of time called vacation time. This queueing process is termed as Bernoulli vacation (BV). Also, we apply an admission control policy (ACP), which controls the number of arrivals. In this study, we perform a numerical simulation through which we can conclude that the average number of data packets in CRN and expected total cost increases linearly by upgrading either the admission control probability or arrival rate. Also, our study suggests that the average system size decreases with an increase in the probability that a licensed unit joins the system. Further, multicriteria optimization is used to obtain Pareto optimal solutions of expected total system cost and expected system waiting time in CRN.
期刊介绍:
The International Journal of Communication Systems provides a forum for R&D, open to researchers from all types of institutions and organisations worldwide, aimed at the increasingly important area of communication technology. The Journal''s emphasis is particularly on the issues impacting behaviour at the system, service and management levels. Published twelve times a year, it provides coverage of advances that have a significant potential to impact the immense technical and commercial opportunities in the communications sector. The International Journal of Communication Systems strives to select a balance of contributions that promotes technical innovation allied to practical relevance across the range of system types and issues.
The Journal addresses both public communication systems (Telecommunication, mobile, Internet, and Cable TV) and private systems (Intranets, enterprise networks, LANs, MANs, WANs). The following key areas and issues are regularly covered:
-Transmission/Switching/Distribution technologies (ATM, SDH, TCP/IP, routers, DSL, cable modems, VoD, VoIP, WDM, etc.)
-System control, network/service management
-Network and Internet protocols and standards
-Client-server, distributed and Web-based communication systems
-Broadband and multimedia systems and applications, with a focus on increased service variety and interactivity
-Trials of advanced systems and services; their implementation and evaluation
-Novel concepts and improvements in technique; their theoretical basis and performance analysis using measurement/testing, modelling and simulation
-Performance evaluation issues and methods.