A Theoretical Approach for Reliability Within Information Supply Chains With Cycles and Negations

被引:1
|
作者
Livesay, Michael [1 ]
Pless, Daniel [1 ]
Verzi, Stephen [1 ]
Stamber, Kevin [1 ]
Lilje, Anneliese [1 ]
机构
[1] Sandia Natl Labs, POB 5800, Albuquerque, NM 87185 USA
关键词
Reliability; Supply chains; Mathematical model; Laboratories; System of systems; Security; Optimization; Boolean algebra; closed-loop systems; complex networks; network theory (graph); reliability engineering; MULTIOBJECTIVE OPTIMIZATION; UNIFIED FRAMEWORK; NETWORK DESIGN; LOGIC LOOPS; MODEL; UNCERTAINTY;
D O I
10.1109/TR.2021.3068737
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Complex networks of information processing systems, or information supply chains, present challenges for performance analysis. We establish a mathematical setting, in which a process within an information supply chain can be analyzed in terms of the functionality of the system's components. Principles of this methodology are rigorously defended and induce a model for determining the reliability for the various products in these networks. Our model does not limit us from having cycles in the network, as long as the cycles do not contain negation. It is shown that our approach to reliability resolves the nonuniqueness caused by cycles in a probabilistic Boolean network. An iterative algorithm is given to find the reliability values of the model, using a process that can be fully automated. This automated method of discerning reliability is beneficial for systems managers. As a systems manager considers systems modification, such as the replacement of owned and maintained hardware systems with cloud computing resources, the need for comparative analysis of system reliability is paramount. The model is extended to handle conditional knowledge about the network, allowing one to make predictions of weaknesses in the system. Finally, to illustrate the model's flexibility over different forms, it is demonstrated on a system of components and subcomponents.
引用
收藏
页码:404 / 414
页数:11
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