Scheduling in 6TiSCH Networks via Max-Product Message-Passing

T. Devaja, D. Bajović, D. Vukobratović, G. Gardasevic
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引用次数: 5

Abstract

Industrial Internet of Things (IoT) wireless solutions are getting increased attention both in research and industry due to proliferation of low cost IoT solutions and benefits of massive data collection and analysis. One of the recently proposed solutions for IIoT is the 6TiSCH (IPv6 over the TSCH mode of IEEE 802. 15.4e) protocol stack. However, efficient design of 6TiSCH protocol, and in particular, scheduling strategies that would maintain both high throughput and network reliability, is an open problem. In this paper, we provide an initial study of how this problem can be modelled and solved using the probabilistic graphical models framework and adjoined message-passing methods. In particular, we represent the scheduling problem as the maximum weighted independent set (MWIS) problem, which is generally known to be NP-hard, and solve it approximately but efficiently using the message-passing max-product belief propagation (BP) method. The proposed method is described in detail and demonstrated on a toy example of an IEEE 802. 15.4e network.
基于最大积消息传递的6TiSCH网络调度
由于低成本物联网解决方案的激增以及大量数据收集和分析的好处,工业物联网(IoT)无线解决方案在研究和工业领域受到越来越多的关注。最近提出的工业物联网解决方案之一是6TiSCH (IPv6基于IEEE 802的TSCH模式)。15.4e)协议栈。然而,6TiSCH协议的有效设计,特别是保持高吞吐量和网络可靠性的调度策略,是一个悬而未决的问题。在本文中,我们初步研究了如何使用概率图形模型框架和附加的消息传递方法对这个问题进行建模和解决。特别地,我们将调度问题表示为np困难的最大加权独立集(MWIS)问题,并使用消息传递最大积信念传播(BP)方法近似而有效地求解该问题。详细描述了所提出的方法,并在IEEE 802的一个示例上进行了演示。15.4 e网络。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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