DocumentCode :
3416092
Title :
Lattice FIR digital filter architectures using stochastic computing
Author :
Yin Liu ; Parhi, Keshab K.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Minnesota, Minneapolis, MN, USA
fYear :
2015
fDate :
19-24 April 2015
Firstpage :
1027
Lastpage :
1031
Abstract :
This paper presents novel architectures for linear-phase FIR digital filters using stochastic computing. Stochastic computing systems require fewer logic gates and are inherently fault-tolerant. Thus, these structures are well suited for nanoscale CMOS technologies. Compared to direct-form linear-phase FIR filters, linear-phase lattice filters require twice the number of multipliers but the same number of adders. The hardware complexities of stochastic implementations of linear-phase FIR filters for direct-form and lattice structures are comparable. Using speech signals from ICA ´99 Synthetic Benchmarks, it is shown that, for linear-phase FIR filters, the error-to-signal power ratios of stochastic direct-form and stochastic lattice filters are about the same. However, the error-to-signal power of stochastic direct-form or lattice filter is an order of magnitude higher at very low fault rates but is more than two orders of magnitude less when the fault rate is about one percent than the direct-form, where the faults represent random bit-flips at outputs of all logic gates.
Keywords :
FIR filters; adders; lattice filters; logic gates; multiplying circuits; stochastic processes; ICA ´99 synthetic benchmarks; adders; direct-form linear-phase FIR filters; error-to-signal power ratios; lattice FIR digital filter; linear-phase lattice filters; logic gates; multipliers; nanoscale CMOS technologies; speech signals; stochastic computing systems; stochastic direct-form filters; stochastic lattice filters; Adders; CMOS integrated circuits; CMOS technology; Complexity theory; Hardware; Lattices; Logic gates; FIR digital filter; Stochastic computing; fault-tolerance; hardware complexity; lattice structure; linear-phase FIR filters; stochastic logic;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location :
South Brisbane, QLD
Type :
conf
DOI :
10.1109/ICASSP.2015.7178125
Filename :
7178125
Link To Document :
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