事件年龄感知:具有多种并行性的三阶段无线网络物理系统中的采样周期优化

IF 5.6 2区 计算机科学 Q1 COMPUTER SCIENCE, THEORY & METHODS IEEE Transactions on Parallel and Distributed Systems Pub Date : 2024-03-27 DOI:10.1109/TPDS.2024.3405790
Yanxi Zhang;Muyu Mei;Dongqi Yan;Xu Zhang;Qinghai Yang;Mingwu Yao
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引用次数: 0

摘要

随着并行计算系统和分布式时间敏感应用的出现,迫切需要为具有不同并行性的无线网络物理系统(WCPS)中的信息年龄(AoI)提供统计保证。然而,现有的 AoI 研究大多倾向于串行传输,多级并行系统的 AoI 性能仍不明确。为了帮助解决这些研究空白,我们在本研究中着手研究具有叉接和拆分合并等多种并行方式的三阶段 WCPS 中的事件年龄(AoE)违反概率。我们分析了 AoE 违反概率 (AoEVP) 的瞬态和稳态特征。利用这些特征,我们将 AoEVP 最小化问题转化为等价最小化问题。此外,我们还建立了一个队列模型,以捕捉随机网络微积分(SNC)方法最大加理论下的队列动态。基于 max-plus 模型,我们应用联合约束和切尔诺夫不等式为等价问题推导出了闭式切尔诺夫上界。此外,我们还描述了适用于每个阶段的不同并行方法的服务流程。通过用服务时刻生成函数(MGF)求解切尔诺夫上界,我们得到了启发式更新周期解,用于最小化三阶段 WCPS 的 AoEVP。仿真结果验证了我们的分析,并证明我们的启发式更新周期解接近最优解,可最大限度地减少具有不同并行性的三阶段 WCPS 的 AoEVP。
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Age-of-Event Aware: Sampling Period Optimization in a Three-Stage Wireless Cyber-Physical System With Diverse Parallelisms
With the emergence of parallel computing systems and distributed time-sensitive applications, it is urgent to provide statistical guarantees for age of information (AoI) in wireless cyber-physical systems (WCPS) with diverse parallelisms. However, most of the existing research on AoI have tended to focus on serial transmission, and the AoI performance of multi-stage parallel systems remains unclear. To help address these research gaps, in this work, we set out to investigate the age of event (AoE) violation probability in a three-stage WCPS with diverse parallelisms such as fork-join and split-merge. We analyze both transient and steady-state characteristics of AoE violation probability (AoEVP). Using these characteristics, we transform the AoEVP minimization problem into an equivalent minimization problem. Moreover, we develop a queuing model to capture the queue dynamics under the max-plus theory of stochastic network calculus (SNC) approach. Based on the max-plus model, we derive a closed-form Chernoff upper bound for the equivalent problem by applying the union bound and the Chernoff inequality. Furthermore, we characterize the service process for different parallelisms applicable to each stage. By solving the Chernoff upper bound with the service moment generation functions (MGFs), we obtain heuristic update period solutions for minimizing the AoEVP of three-stage WCPS. Simulation results validate our analysis and demonstrate that our heuristic update period solutions are near optimal for minimizing the AoEVP of three-stage WCPS with diverse parallelisms.
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来源期刊
IEEE Transactions on Parallel and Distributed Systems
IEEE Transactions on Parallel and Distributed Systems 工程技术-工程:电子与电气
CiteScore
11.00
自引率
9.40%
发文量
281
审稿时长
5.6 months
期刊介绍: IEEE Transactions on Parallel and Distributed Systems (TPDS) is published monthly. It publishes a range of papers, comments on previously published papers, and survey articles that deal with the parallel and distributed systems research areas of current importance to our readers. Particular areas of interest include, but are not limited to: a) Parallel and distributed algorithms, focusing on topics such as: models of computation; numerical, combinatorial, and data-intensive parallel algorithms, scalability of algorithms and data structures for parallel and distributed systems, communication and synchronization protocols, network algorithms, scheduling, and load balancing. b) Applications of parallel and distributed computing, including computational and data-enabled science and engineering, big data applications, parallel crowd sourcing, large-scale social network analysis, management of big data, cloud and grid computing, scientific and biomedical applications, mobile computing, and cyber-physical systems. c) Parallel and distributed architectures, including architectures for instruction-level and thread-level parallelism; design, analysis, implementation, fault resilience and performance measurements of multiple-processor systems; multicore processors, heterogeneous many-core systems; petascale and exascale systems designs; novel big data architectures; special purpose architectures, including graphics processors, signal processors, network processors, media accelerators, and other special purpose processors and accelerators; impact of technology on architecture; network and interconnect architectures; parallel I/O and storage systems; architecture of the memory hierarchy; power-efficient and green computing architectures; dependable architectures; and performance modeling and evaluation. d) Parallel and distributed software, including parallel and multicore programming languages and compilers, runtime systems, operating systems, Internet computing and web services, resource management including green computing, middleware for grids, clouds, and data centers, libraries, performance modeling and evaluation, parallel programming paradigms, and programming environments and tools.
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