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工业物联网传感网络中数据传输确定性的高效算法:一种基于优先级的方法。

An efficient algorithm for data transmission certainty in IIoT sensing network: A priority-based approach.

作者信息

Nalbant Kemal Gökhan, Almutairi Sultan, Alshehri Asma Hassan, Kemal Hayle, Alsuhibany Suliman A, Choi Bong Jun

机构信息

Department of Software Engineering, Faculty of Engineering Architecture, Istanbul Beykent University, Istanbul, Turkey.

Department of Natural and Applied Sciences, Community College, Majmaah University, Al-Majmaah, Saudi Arabia.

出版信息

PLoS One. 2024 Jul 17;19(7):e0305092. doi: 10.1371/journal.pone.0305092. eCollection 2024.

Abstract

This paper proposes a novel cache replacement technique based on the notion of combining periodic popularity prediction with size caching. The popularity, size, and time updates characteristics are used to calculate the value of each cache item. When it comes to content replacement, the information with the least value is first eliminated. Simulation results show that the proposed method outperforms the current algorithms in terms of cache hit rate and delay. The hit rate of the proposed scheme is 15.3% higher than GDS, 17.3% higher than MPC, 20.1% higher than LRU, 22.3% higher than FIFO, and 24.8% higher than LFU when 350 different categories of information are present. In real-world industrial applications such as including supply chain management, smart manufacturing, automation energy optimization, intelligent logistics transportation, and e-healthcare applications, it offers a foundation for the selection of caching algorithms.

摘要

本文提出了一种基于周期性流行度预测与大小缓存相结合概念的新型缓存替换技术。利用流行度、大小和时间更新特征来计算每个缓存项的值。在进行内容替换时,首先淘汰值最小的信息。仿真结果表明,所提方法在缓存命中率和延迟方面优于当前算法。当存在350种不同类别的信息时,所提方案的命中率比GDS高15.3%,比MPC高17.3%,比LRU高20.1%,比FIFO高22.3%,比LFU高24.8%。在包括供应链管理、智能制造、自动化能源优化、智能物流运输和电子医疗保健应用等实际工业应用中,它为缓存算法的选择提供了基础。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fcbf/11253953/2d305bd766d8/pone.0305092.g001.jpg

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