2007 · 22 citations · 16 references
EngineeringComputer EngineeringElectrical EngineeringComputer ArchitectureMicroelectronicsSystem-on-chip DesignDelay ModelingDesign For TestabilityDevice CharacterizationHardware DebuggingTiming AnalysisTiming ModelingPath Delay AnalysisPath Delay ModelingPath-based PredictionTimingTiming Characterization
As technology scales, it is becoming increasingly difficult for simulation and timing models to accurately predict silicon timing behavior. When a collection of chips fail in timing in a similar way, diagnosis and silicon debug look to find the root-causes for the failure. However, little work has been done to develop a methodology that looks for useful design information in the good-chip data. This paper describes a path-based methodology that correlates measured path delays from the good chips, to the path delays predicted by timing analysis. We explain how to utilize this methodology for evaluating the risk of timing modeling.
16
Leo Breiman · Machine Learning · 1996 · 17K citations · Full text
Leo Breiman · Machine Learning · 1996 · 16.4K citations · Full text
An empirical comparison of supervised learning algorithms
Rich Caruana, Alexandru Niculescu-Mizil · 2006 · 2.7K citations
First-order incremental block-based statistical timing analysis
C. Visweswariah, Kaushik Ravindran, Kerim Kalafala et al. · 2004 · 661 citations