2022 25th Euromicro Conference on Digital System Design (DSD) · 2022 · 10 citations · 25 references
EngineeringComputer EngineeringComputer ScienceComputer ArchitectureLow-power DesignMicroelectronicsCmos Circuit DesignIntegrated Circuit DesignLow-power Digital Circuit DesignPower ManagementPower OptimizationTiming AnalysisAccuracyApproximate ComputingApproximate Computing For Power ReductionMean Absolute ErrorMultiplier DesignMultipliersPower ConsumptionPower-performance-area Tradeoffs
Nowadays, a wide range of applications can tolerate certain computational errors. Hence, approximate computing has become one of the most attractive topics in computer architecture. Reducing accuracy in computations in a premeditated and appropriate manner reduces architectural complexities, and as a result, performance, power consumption, and area can improve significantly. This paper proposes a novel approximate multiplier design. The proposed design has been implemented using 45 nm CMOS technology and has been extensively evaluated. Compared to existing approximate architectures, the proposed approximate multiplier has higher accuracy. It also achieves better results in critical path delay, power consumption, and area up to 47.54 %, 75.24%, and 92.49%, respectively. Compared to the precise multipliers, our evaluations show that the critical path delay, power consumption, and area have been improved by 39%, 18%, and 6 %, respectively.
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HAQ: Hardware-Aware Automated Quantization With Mixed Precision
Kuan Wang, Zhijian Liu, Yujun Lin et al. · 2019 · 940 citations
Design and Analysis of Approximate Compressors for Multiplication
Amir Momeni, Jie Han, Paolo Montuschi et al. · IEEE Transactions on Computers · 2014 · 620 citations · Full text