On modular decompositions of system signatures

TL;DR

This paper develops a general formula for the system signature of a complex, partitioned system with multiple modules, extending previous work to cases with dependent component lifetimes and arbitrary module arrangements.

Contribution

It introduces a comprehensive method to compute system signatures from module signatures for systems with multiple modules and dependent component lifetimes.

Findings

Derived a general formula for system signatures based on module signatures.

Extended the concept of signatures to systems with dependent, non-i.i.d. components.

Identified conditions under which probability signatures can be expressed through module signatures.

Abstract

Considering a semicoherent system made up of $n$ components having i.i.d. continuous lifetimes, Samaniego defined its structural signature as the $n$-tuple whose $k$-th coordinate is the probability that the $k$-th component failure causes the system to fail. This $n$-tuple, which depends only on the structure of the system and not on the distribution of the component lifetimes, is a very useful tool in the theoretical analysis of coherent systems. It was shown in two independent recent papers how the structural signature of a system partitioned into two disjoint modules can be computed from the signatures of these modules. In this work we consider the general case of a system partitioned into an arbitrary number of disjoint modules organized in an arbitrary way and we provide a general formula for the signature of the system in terms of the signatures of the modules. The concept of signature was recently extended to the general case of semicoherent systems whose components may have dependent lifetimes. The same definition for the $n$-tuple gives rise to the probability signature, which may depend on both the structure of the system and the probability distribution of the component lifetimes. In this general setting, we show how under a natural condition on the distribution of the lifetimes, the probability signature of the system can be expressed in terms of the probability signatures of the modules. We finally discuss a few situations where this condition holds in the non-i.i.d. and nonexchangeable cases and provide some applications of the main results.