Computing Power and Battery Charging Management for Solar Energy Powered Edge Computing
Authors:
- 31 October 2024
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Mobile Computing
- Vol. 24 (3) , 1913-1927
Abstract
The integration of energy harvesting capabilities into mobile edge computing (MEC) edge servers enables their deployment beyond the reach of electrical grids, expanding MEC services to isolated regions and geographically challenging terrains. However, the fluctuating nature of renewable energy sources, such as solar and wind, necessitates dynamic management of server computing power in response to variable energy harvesting rates. Unlike conventional models that assume predetermined amounts of harvested energy per time period, this study illustrates the complex interdependencies between server power consumption and variable energy harvesting rates due to battery charging characteristics. To address this, we introduce a novel energy harvesting model that comprehensively accounts for the interaction between computing power management and energy harvesting rates. We develop both offline and online offline optimal computing power management strategies aimed at maximizing the average computational capacity of edge servers. An analytical solution to the resulting nonlinear optimization problem is provided to determine the optimal computing power configurations. Simulation results indicate that the proposed strategy effectively balances energy harvesting rates and energy utilization, thereby enhancing computational performance in dynamic energy environments.Keywords
Funding Information
- National Science Foundation (CNS-2122167, CNS-2122159, CNS-2006453)
- Southeastern Center for Electrical Engineering Education (SCEEE-21-03)
This publication has 30 references indexed in Scilit:
- Performance Analysis and Optimization for IoT Mobile Edge Computing Networks With RF Energy Harvesting and UAV RelayingIEEE Access, 2022
- Lithium-ion battery fast charging: A revieweTransportation, 2019
- Daily irradiance test signal for photovoltaic systems by selection from long-term dataRenewable Energy, 2019
- How to stop data centres from gobbling up the world’s electricityNature, 2018
- Performance of solar PV micro-grid systems: A comparison studyEnergy Procedia, 2018
- The Energy/Frequency Convexity Rule: Modeling and Experimental Validation on Mobile Devices2014
- A review of maximum power point tracking algorithms for wind energy systemsRenewable and Sustainable Energy Reviews, 2012
- An experimental investigation of the effect of shading with plants for solar control of buildingsEnergy and Buildings, 2001
- Processor design for portable systemsJournal of Signal Processing Systems, 1996
- An Introduction to Solar Radiation1983