List of Publications by Department for the Academic Year Simulated Annealing-Based Energy and TrafficAware Virtual Machine Placement in Fog Computing
Abstract
The fast expansion of the Internet of Things (IoT) is
resulting in an unprecedented rise in data output, necessitating
significant computer resources for processing and analysis. Fog
computing (FC) complements cloud computing by bringing data
processing closer to IoT devices, lowering network congestion, and
improving system responsiveness. However, effective resource
management, particularly virtual machine placement (VMP),
remains a substantial difficulty in fog environments. This study
looks at the power consumption of fog computing systems,
specifically how VMP methods affect server and network energy
usage. A simulated annealing-based VMP approach is suggested
to optimize VM allocation across physical machines (PMs), reduce
overall power consumption, and improve network traffic
efficiency. A comparison of three VM allocation rules (LFF, MFF,
and EnergyNetAware²-SA) reveals that EnergyNetAware²-SA
consumes the least amount of energy across different workloads,
outperforming previous techniques. It delivers up to 10% lower
server power usage than LFF and 29% lower than MFF, while
decreasing network power consumption by up to 20% and 33%,
respectively. Furthermore, total power consumption is lowered by
up to 14% versus LFF and 29% versus MFF.
Journal/Conference Information
2025 5th International Conference on Innovative Research in Applied Science, Engineering and Technology (IRASET),Conference Type: International, ISBN: 979-8-3315-3297, Organized By: Sidi Mohamed Ben Abdellah University, specifically through its Faculty of Sciences Dhar El Mahraz, Proceeding Format: Electronic editions, Conference Date: 05/15/2025,