Title :
Performability Analysis of Multistate Computing Systems Using Multivalued Decision Diagrams
Author :
Amari, Suprasad V. ; Xing, Liudong ; Shrestha, Akhilesh ; Akers, Jennifer ; Trivedi, Kishor S.
Author_Institution :
Parametric Technol. Corp., Greensburg, PA, USA
Abstract :
A distinct characteristic of multistate systems (MSS) is that the systems and/or their components may exhibit multiple performance levels (or states) varying from perfect operation to complete failure. MSS can model behaviors such as shared loads, performance degradation, imperfect fault coverage, standby redundancy, limited repair resources, and limited link capacities. The nonbinary state property of MSS and their components as well as dependencies existing among different states of the same component make the analysis of MSS difficult. This paper proposes efficient algorithms for analyzing MSS using multivalued decision diagrams (MDD). Various reliability, availability, and performability measures based on state probabilities or failure frequencies are considered. The application and advantages of the proposed algorithms are demonstrated through two examples. Furthermore, experimental results on a set of benchmark examples are presented to illustrate the advantages of the proposed MDD-based method for the performability analysis of MSS, as compared to the existing methods.
Keywords :
decision diagrams; probability; software performance evaluation; failure frequency; imperfect fault coverage; limited link capacity; limited repair resources; multistate computing system; multistate system; multivalued decision diagrams; nonbinary state property; performability analysis; performance degradation; shared loads; standby redundancy; state probability; Bismuth; Boolean functions; Computational modeling; Data structures; Fault trees; Logic gates; Reliability; Benchmark; multistate system; multivalued decision diagrams; performability; reliability.;
Journal_Title :
Computers, IEEE Transactions on
DOI :
10.1109/TC.2009.184