Dynamic power management for long-term energy neutral operation of solar energy harvesting systems

Bernhard Buchli, Felix Sutton, J. Beutel, L. Thiele
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引用次数: 69

Abstract

In this work we consider a real-world environmental monitoring scenario that requires uninterrupted system operation over time periods on the order of multiple years. To achieve this goal, we propose a novel approach to dynamically adjust the system's performance level such that energy neutral operation, and thus long-term uninterrupted operation can be achieved. We first consider the annual dynamics of the energy source to design an appropriate power subsystem (i.e., solar panel size and energy store capacity), and then dynamically compute the long-term sustainable performance level at runtime. We show through trace-driven simulations using eleven years of real-world data that our approach outperforms existing predictive, e.g., EWMA, WCMA, and reactive, e.g., ENO-MAX, approaches in terms of average performance level by up to 177%, while reducing duty-cycle variance by up to three orders of magnitude. We further demonstrate the benefits of the dynamic power management scheme using a wireless sensor system deployed for environmental monitoring in a remote, high-alpine environment as a case study. A performance evaluation over two years reveals that the dynamic power management scheme achieves a two-fold improvement in system utility when compared to only applying appropriate capacity planning.
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太阳能收集系统长期能量中性运行的动态功率管理
在这项工作中,我们考虑了一个真实世界的环境监测场景,该场景需要在数年的时间周期内不间断地运行系统。为了实现这一目标,我们提出了一种新的方法来动态调整系统的性能水平,使能量中性运行,从而实现长期不间断运行。我们首先考虑能源的年度动态,设计合适的功率子系统(即太阳能电池板尺寸和储能容量),然后动态计算运行时的长期可持续性能水平。通过使用11年的真实世界数据进行跟踪驱动模拟,我们的方法在平均性能水平方面优于现有的预测方法,例如EWMA, WCMA和反应方法,例如ENO-MAX,平均性能水平高达177%,同时将占空比方差降低了三个数量级。我们进一步展示了动态电源管理方案的好处,使用无线传感器系统部署在一个偏远的环境监测,高山环境作为一个案例研究。一项为期两年的性能评估表明,与仅应用适当的容量规划相比,动态电源管理方案在系统效用方面实现了两倍的改进。
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