TY - JOUR
T1 - Time-dependent reliability computation of system with multistate components
AU - Bilfaqih, Yusuf
AU - Qomarudin, Mochamad Nur
AU - Sahal, Mochammad
N1 - Publisher Copyright:
© 2024
PY - 2025/2/15
Y1 - 2025/2/15
N2 - System reliability analysis in discrete phase-type (DPH) distributions requires longer computation time as the matrix order increases with the number of components and the complexity of the system structure. This paper presents a method to reduce the computation time by performing a similarity transformation on the DPH distribution model of the component lifetimes. Similarity transformation produces a matrix-geometric (MG) distribution whose generator matrix is in Jordan canonical form with fewer non-zero elements, so the computation time is faster. We modified the algorithms for system reliability in DPH distributions to make them applicable to MG distributions. Our experiments using several Jordan canonical forms show significant reductions in computation times.
AB - System reliability analysis in discrete phase-type (DPH) distributions requires longer computation time as the matrix order increases with the number of components and the complexity of the system structure. This paper presents a method to reduce the computation time by performing a similarity transformation on the DPH distribution model of the component lifetimes. Similarity transformation produces a matrix-geometric (MG) distribution whose generator matrix is in Jordan canonical form with fewer non-zero elements, so the computation time is faster. We modified the algorithms for system reliability in DPH distributions to make them applicable to MG distributions. Our experiments using several Jordan canonical forms show significant reductions in computation times.
KW - Jordan canonical form
KW - Matrix-geometric distribution
KW - Similarity transformation
KW - System reliability computation
KW - system with multistate component
UR - http://www.scopus.com/inward/record.url?scp=85205711460&partnerID=8YFLogxK
U2 - 10.1016/j.amc.2024.129082
DO - 10.1016/j.amc.2024.129082
M3 - Article
AN - SCOPUS:85205711460
SN - 0096-3003
VL - 487
JO - Applied Mathematics and Computation
JF - Applied Mathematics and Computation
M1 - 129082
ER -