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Algorithm Level Error Detection in Low Voltage Systolic Array

delete2022-02-01
delete6
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OA
AI
M
Mehdi Safarpour *
I
Inanlou, Reza
O
Olli Sílven
DOI:10.1109/TCSII.2021.3094923delete
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Abstract

Abstract

En 中文
In this brief an approach is proposed to achieve energy savings from reduced voltage operation. The solution detects timing-errors by integrating Algorithm Based Fault Tolerance (ABFT) into a digital architecture. The approach has been studied with a systolic array matrix multiplier operating at reduced voltages, detecting errors on-the-fly to avoid energy demanding memory round-trips. The analysis of the solution has been done using analog-digital co-simulation to extract the transient behavior under different voltages and clock frequencies. HSPICE simulations using 90nm CMOS transistor models, and experiments by reducing operation voltage of an FPGA device were carried out. HSPICE simulations, showed possibility of 10x increase in energy-efficiency by approaching near-threshold region.
Keywords:
Energy efficiency
low power
matrix multiplier
FPGA
accelerator
near threshold

Journal

I
IEEE Transactions on Circuits and Systems and Express Briefs
IF:
4.9
Papers:
8.8K
Citations:
2.5W

Organization

U
University of Tehran
Scholars:
2.4W
Papers: 2.3W
Citations: 2.7W
U
University of Oulu
Scholars:
1.5W
Papers: 1.3W
Citations: 1.6W
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