Title :
A study of cognitive resilience in a JPEG compressor
Author :
Nowroth, Damian ; Polian, Ilia ; Becker, Bernd
Author_Institution :
Albert-Ludwigs-Univ., Freiburg
Abstract :
Many classes of applications are inherently tolerant to errors. One such class are applications designed for a human end user, where the capabilities of the human cognitive system (cognitive resilience) may compensate some of the errors produced by the application. We present a methodology to automatically distinguish between tolerable errors in imaging applications which can be handled by the human cognitive system and severe errors which are perceptible to a human end user. We also introduce an approach to identify non-critical spots in a hardware circuit which should not be hardened against soft errors because errors that occur on these spots are tolerable. We demonstrate that over 50% of flip-flops in a JPEG compressor chip are non-critical and require no hardening.
Keywords :
data compression; fault tolerant computing; image coding; JPEG compressor; JPEG compressor chip; cognitive resilience; hardware circuits; human cognitive system; imaging applications; Circuit faults; Discrete cosine transforms; Error analysis; Error correction; Flip-flops; Hardware; Humans; Psychoacoustic models; Resilience; Transform coding; Cognitive resilience; Error tolerance; Imaging applications; Selective hardening;
Conference_Titel :
Dependable Systems and Networks With FTCS and DCC, 2008. DSN 2008. IEEE International Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4244-2397-2
Electronic_ISBN :
978-1-4244-2398-9
DOI :
10.1109/DSN.2008.4630068