Probabilistic Verification for Reliability of a Two-by-Two Network-on-Chip System
Modern network-on-chip (NoC) systems face reliability issues due to process and environmental variations. The power supply noise (PSN) in the power delivery network of a NoC plays a key role in determining reliability. PSN leads to voltage droop, which can cause timing errors in the NoC. This paper...
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Zusammenfassung: | Modern network-on-chip (NoC) systems face reliability issues due to process
and environmental variations. The power supply noise (PSN) in the power
delivery network of a NoC plays a key role in determining reliability. PSN
leads to voltage droop, which can cause timing errors in the NoC. This paper
makes a novel contribution towards formally analyzing PSN in NoC systems. We
present a probabilistic model checking approach to observe the PSN in a generic
2x2 mesh NoC with a uniform random traffic load. Key features of PSN are
measured at the behavioral level. To tackle state explosion, we apply
incremental abstraction techniques, including a novel probabilistic choice
abstraction, based on observations of NoC behavior. The Modest Toolset is used
for probabilistic modeling and verification. Results are obtained for several
flit injection patterns to reveal their impacts on PSN. Our analysis finds an
optimal flit pattern generation with zero probability of PSN events and
suggests spreading flits rather than releasing them in consecutive cycles in
order to minimize PSN. |
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DOI: | 10.48550/arxiv.2108.13148 |