基于FPA的能量采集可穿戴生物医学设备的功率感知任务调度

Retaj Yousri, Mahmoud Elbayoumi, A. Moawad, M. Darweesh, A. Soltan
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引用次数: 3

摘要

基于能量采集的生物医学可穿戴设备必须进行电源管理和节能,以确保在严格的功耗预算下长时间稳定运行。因此,功耗感知任务调度可以在最小化能耗以提高系统耐久性的同时保持设备功能方面发挥关键作用。本文提出了一种新的生物传感器任务调度方法,用于优化可穿戴生物医学设备的能耗。该方法基于花卉授粉算法(FPA)。生物医学功能约束通过基于hamming的Tikhonov正则化来强制执行。我们提出了一种贪婪的方法来有效地计算Tikhonov正则化项。该算法已被测试用于调度两个生物传感器的任务:一个心率传感器和一个实验室生物医学设备上的温度传感器。
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A Novel Power-Aware Task Scheduling for Energy Harvesting-Based Wearable Biomedical Devices Using FPA
Power management and saving in energy harvesting-based biomedical wearable devices are mandatory to ensure prolonged and stable operation under a stringent power budget. Thus, power-aware task scheduling can play a key role in minimizing energy consumption to improve system durability while maintaining device functionality. This paper proposes a novel biosensor task scheduling for optimizing energy consumption through wearable biomedical devices. The proposed approach is based on Flower Pollination Algorithm (FPA). The biomedical functionality constraints are enforced with a Hamming-based Tikhonov regularization. We proposed a greedy approach to compute the Tikhonov regularization term efficiently. The algorithm has been tested for scheduling the tasks of two biosensors: a heart rate sensor and a temperature sensor on a lab-based biomedical device.
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