Title :
Robust and Energy Efficient Multimedia Systems via Likelihood Processing
Author :
Abdallah, Rami A. ; Shanbhag, Naresh R.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
Abstract :
This paper presents likelihood processing (LP) for designing robust and energy-efficient multimedia systems in the presence of nanoscale non-idealities. LP exploits error statistics of the underlying hardware to compute the probability of a particular bit being a one or a zero. Multiple output observations are generated via either: 1) modular redundancy (MR), 2) estimation, or 3) exploiting spatio-temporal correlation. Energy efficiency and robustness of a 2D discrete-cosine transform (DCT) image codec employing LP is studied. Simulations in a commercial 45-nm CMOS process show that LP can tolerate up to 100×, and 5× greater component error probability as compared to conventional and triple-MR (TMR)-based systems, respectively, while achieving a peak-signal-to-noise ratio (PSNR) of 30 dB at a pre-correction error rate of 20%. Furthermore, LP is able to achieve energy savings of 71% over TMR at a PSNR of 28 dB, while tolerating a pre-correction error rate of 4%.
Keywords :
CMOS integrated circuits; discrete cosine transforms; error compensation; error correction; error statistics; estimation theory; image coding; multimedia systems; redundancy; 2D discrete-cosine transform; CMOS process; DCT image codec; energy efficient multimedia system; energy saving; error compensation; error probability; estimation; likelihood processing; modular redundancy; multiple output observations; nanoscale nonideality; peak-signal-to-noise ratio; precorrection error rate; robust multimedia system; spatiotemporal correlation; triple-MR based system; Computational modeling; Error analysis; Hardware; Kernel; Nuclear magnetic resonance; Probability; Robustness; Error resiliency; low-power design; media processing; robust design; stochastic computation; voltage overscaling;
Journal_Title :
Multimedia, IEEE Transactions on
DOI :
10.1109/TMM.2012.2231667