Task Scheduling Stabilization for Solar Energy Harvesting Internet of Things Devices

A. Caruso, S. Chessa, Soledad Escolar, Fernando Rincón Calle, J. C. López
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Abstract

Energy neutrality of Internet of Things devices powered with energy harvesting is a concept introduced to let these devices operate uninterruptedly. A method to achieve it is by letting the device scheduling different tasks characterized by different energy costs (and quality), depending on the current energy production of the energy harvesting subsystem and on the residual battery charge. In this context, we propose a novel scheduling problem that aims at keeping the energy neutrality of the scheduling while maximizing the overall quality of the executed tasks and minimizing the leaps of quality among consecutive tasks, so to improve the stability of the output of the device itself. We propose for this problem an algorithm based on a dynamic programming approach that can be executed even on low-power devices. By simulation we show that, with respect to the state of the art, the scheduling by our algorithm greatly improve the stability of the device with a minor penalty in terms of overall quality.
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太阳能收集物联网设备的任务调度稳定
以能量收集为动力的物联网设备的能量中立性是为了使这些设备不间断地运行而引入的概念。实现这一目标的一种方法是,根据能量收集子系统的当前能量生产和电池剩余电量,让设备调度具有不同能量成本(和质量)特征的不同任务。在此背景下,我们提出了一种新的调度问题,旨在保持调度的能量中性,同时最大限度地提高执行任务的整体质量,并尽量减少连续任务之间的质量飞跃,从而提高设备自身输出的稳定性。针对这一问题,我们提出了一种基于动态规划方法的算法,该算法甚至可以在低功耗设备上执行。通过仿真,我们表明,相对于目前的状态,我们的算法调度极大地提高了设备的稳定性,在整体质量方面的损失很小。
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