2002 · 51 citations · 9 references
EngineeringComputer EngineeringComputer ScienceComputer ArchitectureDesign OptimizationOptimizationHardware Modeling For Digital SystemsLow-power Digital Circuit DesignParameter OptimizationPerformance OptimizationPower OptimizationVery-large-scale Integration LayoutArea OptimizationDigital Circuit OptimizationHigh-level Synthesis For Digital Signal ProcessingObjective Function FormulationPrecision AnalysisSearch OptimizationVery-large-scale Integration (Vlsi) DesignVlsi Implementation
VLSI implementations of DSP computations must be efficient, and also guarantee numerical correctness. This can be achieved through wordlength optimization which trades precision for VLSI measures such as area, speed and power. We present a general search-based methodology for wordlength optimization in VLSI/DSP synthesis. Our methodology is based on statistical precision analysis and incorporation of VLSI measures into an objective function through wordlength parameterization. We use an abstract VLSI model simplified by partitioning the system into basic components and express VLSI measures as functions of wordlengths. This allows us to formulate an optimization problem for VLSI synthesis under finite precision constraints, or to evaluate VLSI costs/performance after the optimization. We show how a general search-based wordlength optimization can produce optimal or near-optimal solutions for different objective-constraint formulations of various applications.
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Anantha P. Chandrakasan, R.W. Brodersen · 2015 · 2.2K citations
Engineering, Computer Engineering, Electrical Engineering +17
R. Yarlagadda · IEEE Transactions on Acoustics Speech and Signal Processing · 1976 · 1.7K citations
Fast prototyping of datapath-intensive architectures
Jan M. Rabaey, Chi-min Chu, Phu Hoang et al. · IEEE Design & Test of Computers · 1991 · 305 citations