对物联网设备和服务器的可靠性、功耗和性能进行综合分析

IF 3.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Keqin Li
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引用次数: 0

摘要

物联网(IoT)目前已广泛应用于各个领域和空间。物联网设备正在成为小型但功能强大的服务器,并执行类似服务器的功能。可靠性是物联网设备和服务器的一个重要方面,因为它们共同打造了一个强大而可靠的物联网生态系统。功耗和性能是物联网系统的另外两个主要考虑因素。对物联网设备和服务器的可靠性、功耗和性能进行建模、分析、评估和优化,是物联网系统开发和部署的主要组成部分。本文通过严格的数学建模和分析,对物联网设备和服务器的可靠性、功耗和性能进行了综合研究。本文的贡献可概括如下。我们建立了一个包含服务器故障率、服务器修复率、任务到达率和任务处理率的连续时间马尔可夫链(CTMC)模型。利用这种分析模型,我们可以计算服务器可用性、平均任务响应时间和平均功耗。我们指出,有一种最佳服务器速度能使功耗-时间乘积以及功耗、性能和可靠性的综合性价比指标最小化。我们展示了服务器可靠性对响应时间、功耗、服务器利用率以及功耗-性能权衡的影响。据作者所知,这是第一篇采用综合方法对物联网设备和服务器的可靠性、功耗和性能进行建模和分析的论文。我们注意到,现有文献中很少有这种理论扎实的研究。因此,本文在从定量和数学角度共同理解物联网设备和服务器的可靠性、功耗、性能及其相互影响方面做出了切实的贡献,并取得了重大进展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integrated analysis of reliability, power, and performance for IoT devices and servers

The Internet of Things (IoT) is currently widely used in various sectors and spaces. IoT devices are becoming small yet powerful servers and perform server-like functions. Reliability is a critical aspect in both IoT devices and servers, as they work together to create a robust and dependable IoT ecosystem. Power and performance are two other major considerations of an IoT system. Modeling, analysis, evaluation, and optimization of reliability, power, and performance for IoT devices and servers are major components in IoT systems development and deployment. In this paper, we conduct an integrated study of reliability, power, and performance for IoT devices and servers by mathematically rigorous modeling and analysis. The contributions of the paper can be summarized as follows. We establish a continuous-time Markov chain (CTMC) model that incorporates server failure rate, server repair rate, task arrival rate, and task processing rate. Using such an analytical model, we can calculate the server availability, the average task response time, and the average power consumption. We point out that there is an optimal server speed that minimizes the power-time product and a combined cost-performance metric of power, performance, and reliability. We show the impact of server reliability on response time, power consumption, server utilization, and the power-performance tradeoff. To the best of the author’s knowledge, this is the first paper that takes a combined approach to modeling and analysis of reliability, power, and performance for IoT devices and servers. It has been noticed that there has been little such theoretically solid investigation in the existing literature. Therefore, this paper has made tangible contributions and significant advances in the joint understanding of reliability, power, performance, and their interplay in IoT devices and servers quantitatively and mathematically.

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来源期刊
Journal of Systems Architecture
Journal of Systems Architecture 工程技术-计算机:硬件
CiteScore
8.70
自引率
15.60%
发文量
226
审稿时长
46 days
期刊介绍: The Journal of Systems Architecture: Embedded Software Design (JSA) is a journal covering all design and architectural aspects related to embedded systems and software. It ranges from the microarchitecture level via the system software level up to the application-specific architecture level. Aspects such as real-time systems, operating systems, FPGA programming, programming languages, communications (limited to analysis and the software stack), mobile systems, parallel and distributed architectures as well as additional subjects in the computer and system architecture area will fall within the scope of this journal. Technology will not be a main focus, but its use and relevance to particular designs will be. Case studies are welcome but must contribute more than just a design for a particular piece of software. Design automation of such systems including methodologies, techniques and tools for their design as well as novel designs of software components fall within the scope of this journal. Novel applications that use embedded systems are also central in this journal. While hardware is not a part of this journal hardware/software co-design methods that consider interplay between software and hardware components with and emphasis on software are also relevant here.
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