DynaSens:物联网设备可持续性的动态调度

Neda Maleki, Arslan Musaddiq, Daniel Toll, Francis Palma, Tobias Olsson, David Mozart, Mustafa Omareen, F. Ahlgren
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引用次数: 2

摘要

物联网(IoT)已经显示出许多潜在的应用,可以提高我们的生活质量。物联网正在成为实现智能家居、智慧城市和智能产业的核心技术。然而,随着潜在的好处而来的是可持续发展的挑战,其中一个主要问题是尽量减少能源消耗。在全市范围内,管理如此大规模的物联网网络的运行是一项复杂的任务。其中一种方法是利用动态感知调度,使物联网设备进入休眠模式,防止不必要的数据传输。在本文中,我们提出了一种基于物联网的废物管理系统的动态感知(DynaSens)算法。该算法有助于减少垃圾箱溢出,从而提供更好的卫生条件,也有助于降低垃圾收集车辆的燃料成本。我们的工作利用电流消耗、LiDAR测量时间和LoRa传输时间等测量值作为模拟实验的输入数据来评估能耗。我们还使用从回收厂获得的真实数据集评估了DynaSens。我们使用Pycom LoPy4微控制器作为开发板。对于许多垃圾丢弃场景,DynaSens通过减少相同任务的重复执行来延长电池寿命。
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DynaSens: Dynamic Scheduling for IoT Devices Sustainability
The Internet of Things (IoT) have shown numerous potential applications that can enhance our quality of life. IoT is becoming a core technology to bring smart homes, smart cities, and smart industries into reality. However, with potential benefits comes a challenge of sustainability, and one major concern is to minimize energy consumption. In a citywide area, managing the operation of such large-scale IoT networking is one of the complex tasks. One of the ways is to utilize dynamic sensing scheduling where the IoT device goes to the sleep mode and prevents unnecessary data transmission. In this paper, we propose a dynamic sensing (DynaSens) algorithm for an IoT-based waste management system. This algorithm helps to reduce the waste bin overflowing, thus, provides better sanitation, and it is also helpful in reducing the fuel cost of waste collection vehicles. Our work utilizes measured values such as current consumption, LiDAR measurement time, and LoRa transmission time as the input data for the simulation experiment to evaluate energy consumption. We also assessed DynaSens using a real dataset obtained from a recycling house. We use Pycom LoPy4 micro-controller as a development board. For a number of garbage-thrown scenarios, DynaSens enables longer battery longevity by reducing the repeated execution of the same tasks.
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