Computation Error Analysis in Digital Signal Processing Systems With Overscaled Supply Voltage

It has been recently demonstrated that digital signal processing systems may possibly leverage unconventional voltage overscaling (VOS) to reduce energy consumption while maintaining satisfactory signal processing performance. Due to the computation-intensive nature of most signal processing algorit...

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Vydané v:IEEE transactions on very large scale integration (VLSI) systems Ročník 18; číslo 4; s. 517 - 526
Hlavní autori: Yang Liu, Tong Zhang, Parhi, K.K.
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: New York IEEE 01.04.2010
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Predmet:
Arithmetic
Computation
Computation error analysis
Computer architecture
computer arithmetic
Computer simulation
Digital arithmetic
Digital signal processing
Digital signal processors
Electric potential
Energy consumption
Error analysis
Hardware
Mathematical analysis
Mathematical functions
Mathematical models
Potential energy
Signal processing
Signal processing algorithms
Studies
Voltage
voltage overscaling (VOS)
ISSN:1063-8210, 1557-9999
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Shrnutí:It has been recently demonstrated that digital signal processing systems may possibly leverage unconventional voltage overscaling (VOS) to reduce energy consumption while maintaining satisfactory signal processing performance. Due to the computation-intensive nature of most signal processing algorithms, the energy saving potential largely depends on the behavior of computer arithmetic units in response to overscaled supply voltage. This paper shows that different hardware implementations of the same computer arithmetic function may respond to VOS very differently and result in different energy saving potentials. Therefore, the selection of appropriate computer arithmetic architecture is an important issue in voltage-overscaled signal processing system design. This paper presents an analytical method to estimate the statistics of computer arithmetic computation errors due to supply voltage overscaling. Compared with computation-intensive circuit simulations, this analytical approach can be several orders of magnitude faster and can achieve a reasonable accuracy. This approach can be used to choose the appropriate computer arithmetic architecture in voltage-overscaled signal processing systems. Finally, we carry out case studies on a coordinate rotation digital computer processor and a finite-impulse-response filter to further demonstrate the importance of choosing proper computer arithmetic implementations.
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ISSN:1063-8210
1557-9999
DOI:10.1109/TVLSI.2009.2012863