IEEE Transactions on Very Large Scale Integration (VLSI) Systems · 2013 · 32 citations · 22 references
EngineeringComputer EngineeringElectrical EngineeringDesign OptimizationMicroelectronicsSystem-on-chip DesignCmos Circuit DesignDelay ModelingIntegrated Circuit DesignPhysical DesignTiming AnalysisTiming ModelingCmos ScalingDelay EstimationMemory OverheadRing OscillatorsSiliconSilicon-on-insulator CmosSilicon-on-insulator TechnologyTechnology Scaling
With CMOS technology scaling, circuit performance has become more sensitive to manufacturing and environmental variations. Hence, there is a need to measure or monitor circuit performance during manufacturing and at runtime. Since each circuit may have different sensitivities to process variations, previous works have focused on the synthesis of circuit performance monitors that are specific to a given design. We develop a systematic approach for the synthesis of multiple design-dependent monitors, as well as the corresponding calibration and delay estimation methods. Our approach synthesizes design-dependent ring oscillators (DDROs) using standard-cell library gates and conventional physical implementation flows. Our delay estimation method limits the memory usage overhead by clustering critical paths with similar delay sensitivities. Experimental results show that our delay estimation method using multiple DDROs reduces overestimation (timing margin) by up to 25% compared to using a single monitor. Furthermore, our silicon measurement results for monitoring an industrial microprocessor implemented in a 45-nm silicon-on-insulator process show that DDRO can reduce the mean delay estimation error by 35% compared to inverter-based ring oscillators.
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k-means++: the advantages of careful seeding
David Arthur, Sergei Vassilvitskii · 2007 · 6.3K citations
Kunhyuk Kang, Sang Phill Park, Keejong Kim et al. · IEEE Transactions on Very Large Scale Integration (VLSI) Systems · 2009 · 56 citations
Engineering, Computer Engineering, Electrical Engineering +15