Discontinuous Reception With Adjustable Inactivity Timer for IIoT

IF 9.9 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Industrial Informatics Pub Date : 2024-09-23 DOI:10.1109/TII.2024.3455010
David E. Ruíz-Guirola;Carlos A. Rodríguez-López;Onel L. A. López;Samuel Montejo-Sánchez;Vitalio Alfonso Reguera;Matti Latva-aho
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Abstract

Discontinuous reception (DRX) is a key technology for reducing the energy consumption of industrial Internet of Things (IIoT) devices. Specifically, DRX allows the devices to operate in a low-power mode when no data reception is scheduled, and its effectiveness depends on the proper configuration of the DRX parameters. In this paper, we characterize the DRX process departing from a semi-Markov chain modeling and detail two ways to set DRX parameters to minimize the device power consumption while meeting a mean delay constraint. The first method exhaustively searches for the optimal configuration, while the second method uses a low-complexity metaheuristic to find a sub-optimal configuration, thus considering ideal and practical DRX configurations. Notably, within the DRX parameters, the inactivity timer (IT) is a caution time that specifies how long a device remains active after the last information exchange as a precedent to a low-power mode. Traditionally, the IT is restarted whenever new data is received, which might sometimes needlessly extend the active time. Herein, we propose a more efficient method in which the transmit base station (BS) explicitly indicates restarting the timer through the control channel only when appropriate. The decision is based on the BS's knowledge about its buffer status. We consider Poisson and bursty traffic models, which are typical in IIoT setups, and verify our proposal's suitability for reducing the devices' energy consumption without significantly compromising the communication latency. Specifically, energy saving gains up to 30% can be obtained regardless of the arrivals rate and delay constraints.
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用于 IIoT 的带可调非活动计时器的不连续接收功能
不连续接收(DRX)是降低工业物联网(IIoT)设备能耗的关键技术。具体来说,DRX允许设备在没有数据接收计划的情况下以低功耗模式运行,其有效性取决于DRX参数的正确配置。在本文中,我们从半马尔可夫链模型出发描述了DRX过程,并详细介绍了在满足平均延迟约束的情况下设置DRX参数以最小化设备功耗的两种方法。第一种方法是穷尽搜索最优配置,而第二种方法使用低复杂度的元启发式方法来寻找次最优配置,从而考虑理想和实际的DRX配置。值得注意的是,在DRX参数中,非活动计时器(IT)是一个警告时间,它指定设备在最后一次信息交换后保持活动的时间,作为低功耗模式的先例。传统上,每当接收到新数据时就会重新启动IT,这有时可能会不必要地延长活动时间。在此,我们提出了一种更有效的方法,其中发射基站(BS)明确指示仅在适当时通过控制通道重新启动定时器。决策是基于BS对其缓冲状态的了解。我们考虑了泊松和突发流量模型,这是典型的工业物联网设置,并验证了我们的建议在不显著影响通信延迟的情况下降低设备能耗的适用性。具体而言,无论到达率和延迟约束如何,都可以获得高达30%的节能收益。
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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来源期刊
IEEE Transactions on Industrial Informatics
IEEE Transactions on Industrial Informatics 工程技术-工程:工业
CiteScore
24.10
自引率
8.90%
发文量
1202
审稿时长
5.1 months
期刊介绍: The IEEE Transactions on Industrial Informatics is a multidisciplinary journal dedicated to publishing technical papers that connect theory with practical applications of informatics in industrial settings. It focuses on the utilization of information in intelligent, distributed, and agile industrial automation and control systems. The scope includes topics such as knowledge-based and AI-enhanced automation, intelligent computer control systems, flexible and collaborative manufacturing, industrial informatics in software-defined vehicles and robotics, computer vision, industrial cyber-physical and industrial IoT systems, real-time and networked embedded systems, security in industrial processes, industrial communications, systems interoperability, and human-machine interaction.
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