Title :
Probabilistic fault diagnosis and its analysis in multicomputer systems
Author :
Kobayashi, Manabu ; Takabatake, Toshinori ; Matsushima, Toshiyasu ; Hirasawa, Shigeichi
Author_Institution :
Shonan Inst. of Technol., Fujisawa, Japan
Abstract :
F.P.Preparata et al. have proposed a fault diagnosis model to find all faulty units in the multicomputer system by using outcomes which each unit tests some other units. In this paper, for probabilistic diagnosis models, we show an efficient diagnosis algorithm to obtain a posteriori probability that each of units is faulty given the test outcomes. Furthermore, we propose a method to analyze the diagnostic error probability of this algorithm.
Keywords :
directed graphs; fault diagnosis; fault tolerant computing; multiprocessing systems; probability; multicomputer system; posteriori probability; probabilistic diagnosis model; probabilistic fault diagnosis; Complexity theory; Error probability; Fault diagnosis; Machine learning algorithms; Probabilistic logic; Random variables; Testing; density evolution; intermittent faults; multicomputer systems; probabilistic fault diagnosis; system-level fault diagnosis;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2011 IEEE International Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4577-0652-3
DOI :
10.1109/ICSMC.2011.6083862