Analyzing the age of information in prioritized status update systems under an interruption-based hybrid discipline

IF 1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Tamer E. Fahim , Sherif I. Rabia , Ahmed H. Abd El-Malek , Waheed K. Zahra
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引用次数: 0

Abstract

Motivated by real-life applications, a special research-work interest has been recently directed towards the prioritized status update systems, which prioritize the update streams according to their timeliness constraints. The preferential service treatment between priority classes is commonly based on classical disciplines, preemption and non-preemption. However, both disciplines fail to give an even satisfaction between all classes. In our work, an interruption-based hybrid preemptive/non-preemptive discipline is proposed under a single-buffer system modeled as an M/M/1/2 priority queueing system. Each class being served (resp. buffered) can be preempted unless its recorded number of service preemptions reaches the predetermined in-service (resp. in-waiting) threshold. All thresholds between classes are the controlling parameters of the whole system’s performance. Using the stochastic hybrid system approach, the age of information (AoI) performance metric is analyzed in terms of its statistical average along with the higher-order moments, considering a general number of priority classes. Closed-form results are also obtained for some special cases, giving analytical insights about the AoI stability in heavy loading conditions. The average AoI and its dispersion are numerically investigated for the case of a three-class network. The significance of the proposed model is manifested in achieving a compromise satisfaction between all priority classes by a thorough adjustment of its threshold parameters. Two approaches are proposed to clarify the adjustment of these parameters. It turned out that the proposed hybrid discipline compensates for the limited buffer resource, achieving more promising performance with low design complexity and low cost. Moreover, the proposed scheme can operate under a wider span of the total offered load, through which the whole network satisfaction can be optimized under some legitimate constraints on the age-sensitive classes.

分析基于中断的混合纪律下优先级状态更新系统中的信息年龄
在现实应用的推动下,优先级状态更新系统成为近期研究工作的一个特别关注点,该系统根据更新流的及时性约束确定更新流的优先级。优先级之间的优先服务处理通常基于经典规则,即抢占和非抢占。然而,这两种规则都无法使所有类别的服务都得到均衡的满足。在我们的工作中,提出了一种基于中断的混合抢占/非抢占规则,该规则在单缓冲系统中被模拟为 M/M/1/2 优先级队列系统。每个被服务(或缓冲)的类都可以被抢占,除非其记录的服务抢占次数达到预定的服务中(或等待中)阈值。班级之间的所有阈值都是整个系统性能的控制参数。利用随机混合系统方法,在考虑到一般优先级数量的情况下,根据信息年龄(AoI)性能指标的统计平均值和高阶矩对其进行了分析。此外,还获得了一些特殊情况下的闭式结果,为重载条件下的 AoI 稳定性提供了分析见解。对三类网络的平均 AoI 及其离散性进行了数值研究。所提模型的重要性体现在通过彻底调整其阈值参数,实现所有优先级之间的折中满足。本文提出了两种方法来明确这些参数的调整。结果表明,所提出的混合纪律弥补了有限的缓冲资源,以较低的设计复杂度和较低的成本实现了更有前途的性能。此外,建议的方案可以在更大的总提供负载跨度下运行,通过这种方法,可以在对年龄敏感类的一些合法限制条件下优化整个网络的满意度。
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来源期刊
Performance Evaluation
Performance Evaluation 工程技术-计算机:理论方法
CiteScore
3.10
自引率
0.00%
发文量
20
审稿时长
24 days
期刊介绍: Performance Evaluation functions as a leading journal in the area of modeling, measurement, and evaluation of performance aspects of computing and communication systems. As such, it aims to present a balanced and complete view of the entire Performance Evaluation profession. Hence, the journal is interested in papers that focus on one or more of the following dimensions: -Define new performance evaluation tools, including measurement and monitoring tools as well as modeling and analytic techniques -Provide new insights into the performance of computing and communication systems -Introduce new application areas where performance evaluation tools can play an important role and creative new uses for performance evaluation tools. More specifically, common application areas of interest include the performance of: -Resource allocation and control methods and algorithms (e.g. routing and flow control in networks, bandwidth allocation, processor scheduling, memory management) -System architecture, design and implementation -Cognitive radio -VANETs -Social networks and media -Energy efficient ICT -Energy harvesting -Data centers -Data centric networks -System reliability -System tuning and capacity planning -Wireless and sensor networks -Autonomic and self-organizing systems -Embedded systems -Network science
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