Title
Impact of Uncertainty and Correlations on Mapping of Embedded Systems
Abstract
The impact of multiple levels of uncertainty in design parameters and uncertainty correlations on the quality of mapping solutions in embedded systems is investigated. The investigation is done with a simulation tool developed to conduct multi-objective design space exploration in order to generate robust Pareto frontiers in the solution space formed by reliability, execution time, and energy as design objectives. The simulation tool integrates proposed models for uncertainty and a hyper-volume based technique for quantifying the difference between Pareto frontiers. Simulations results show that by not considering uncertainty and correlations between different sources of uncertainty can lead to overestimation of the performance of the optimal solutions.
Year
DOI
Venue
2019
10.1109/MWSCAS.2019.8884890
Midwest Symposium on Circuits and Systems Conference Proceedings
Field
DocType
ISSN
Computer science,Probability distribution,Space exploration,Execution time,Design space exploration,Pareto principle,Embedded system,Design objective
Conference
1548-3746
Citations 
PageRank 
References 
0
0.34
0
Authors
3
Name
Order
Citations
PageRank
Wenkai Guan111.11
Milad Ghorbani Moghaddam294.70
Cristinel Ababei330.81