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Electrical and Computer Engineering Faculty Publications

2023

Optimization

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Performance Modeling And Optimization For A Fog-Based Iot Platform, Shensheng Tang Jun 2023

Performance Modeling And Optimization For A Fog-Based Iot Platform, Shensheng Tang

Electrical and Computer Engineering Faculty Publications

A fog-based IoT platform model involving three layers, i.e., IoT devices, fog nodes, and the cloud, was proposed using an open Jackson network with feedback. The system performance was analyzed for individual subsystems, and the overall system was based on different input parameters. Interesting performance metrics were derived from analytical results. A resource optimization problem was developed and solved to determine the optimal service rates at individual fog nodes under some constraint conditions. Numerical evaluations for the performance and the optimization problem are provided for further understanding of the analysis. The modeling and analysis, as well as the optimization design …