Title :
IMPACT: IMPrecise adders for low-power approximate computing
Author :
Gupta, Vaibhav ; Mohapatra, Debabrata ; Park, Sang Phill ; Raghunathan, Anand ; Roy, Kaushik
Author_Institution :
Sch. of Electr. & Comput. Eng., Purdue Univ., West Lafayette, IN, USA
Abstract :
Low-power is an imperative requirement for portable multimedia devices employing various signal processing algorithms and architectures. In most multimedia applications, the final output is interpreted by human senses, which are not perfect. This fact obviates the need to produce exactly correct numerical outputs. Previous research in this context exploits error-resiliency primarily through voltage over-scaling, utilizing algorithmic and architectural techniques to mitigate the resulting errors. In this paper, we propose logic complexity reduction as an alternative approach to take advantage of the relaxation of numerical accuracy. We demonstrate this concept by proposing various imprecise or approximate Full Adder (FA) cells with reduced complexity at the transistor level, and utilize them to design approximate multi-bit adders. In addition to the inherent reduction in switched capacitance, our techniques result in significantly shorter critical paths, enabling voltage scaling. We design architectures for video and image compression algorithms using the proposed approximate arithmetic units, and evaluate them to demonstrate the efficacy of our approach. Post-layout simulations indicate power savings of up to 60% and area savings of up to 37% with an insignificant loss in output quality, when compared to existing implementations.
Keywords :
adders; approximation theory; capacitance; circuit complexity; circuit simulation; digital arithmetic; integrated circuit layout; logic design; low-power electronics; multimedia systems; power aware computing; video coding; IMPACT; approximate arithmetic units; approximate full adder cell; approximate multibit adder design; architectural technique; error mitigation; error-resiliency; image compression; imprecise adders for low-power approximate computing; logic complexity reduction; portable multimedia device; post-layout simulation; signal processing algorithm; switched capacitance; video compression; voltage over-scaling; Adders; Approximation algorithms; Approximation methods; Capacitance; Digital signal processing; Discrete cosine transforms; Transistors; Approximate computing; Low-power; Mirror adder;
Conference_Titel :
Low Power Electronics and Design (ISLPED) 2011 International Symposium on
Conference_Location :
Fukuoka
Print_ISBN :
978-1-61284-658-3
Electronic_ISBN :
Pending
DOI :
10.1109/ISLPED.2011.5993675