AHCS: Advanced Health Care System for Critical Care Integrated with AI and Fog Computing in IoT Environments

Abstract

This paper employs the Pure Edge simulator to analyze the effectiveness of the edge and cloud computing structures addressing task completion time and resource consumption. In the simulation, ”TRADE OFF” and ”ROUND ROBIN” algorithms are used to compare the ”EDGE AND CLOUD” and ”CLOUD ONLY” orchestration architectures with respect to a number of edge devices. The proposed “EDGE AND CLOUD” architecture achieves a bal- ance of the computational load and has a relatively healthy average execution delay and an improved task success rate. In contrast, the “CLOUD ONLY”, where all task processing resides in the cloud, has more task failures because of latency, even if it provides total immediacy of processing and storage. A com- prehensive analysis and comparison have been done, which suggests that hybrid architectures have significant potential to enhance feasibility and efficiency in distributed computing systems.