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A power-aware task scheduler for energy harvesting-based wearable biomedical systems using snake optimizer

Retaj Yousri, Mahmoud Elbayoumi, Ahmed Soltan, M. Saeed Darweesh

2023Analog Integrated Circuits and Signal Processing17 citationsDOIOpen Access PDF

Abstract

Abstract There is an increasing interest in energy harvesting for wearable biomedical devices. This requires power conservation and management to ensure long-term and steady operation. Hence, task scheduling algorithms will be used throughout this work to provide a reliable solution to minimize energy consumption while considering the system operation constraints. This study proposes a novel power-aware task scheduler to manage system operations. For example, we used the scheduler to handle system operations, including heart rate and temperature sensors. Two optimization techniques have been used to illustrate the impact of task scheduling on energy consumption. The first is based on Snake Optimizer (SO), and the second is a greedy approach to compute the Hamming-based Tikhonov regularization. The FPA approach showed 50 $$\%$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mo>%</mml:mo></mml:math> improvement in the convergence time for the scheduler.

Topics & Concepts

Computer scienceTikhonov regularizationScheduling (production processes)Energy harvestingWearable computerEnergy consumptionJob shop schedulingMathematical optimizationReal-time computingEmbedded systemDistributed computingEnergy (signal processing)Electrical engineeringEngineeringMathematicsMathematical analysisInverse problemRouting (electronic design automation)StatisticsEnergy Harvesting in Wireless NetworksInnovative Energy Harvesting TechnologiesAdvanced Sensor and Energy Harvesting Materials
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