A Bayesian-network-based quantum procedure for failure risk analysis

被引：0
|
作者：
Gines Carrascal
Guillermo Botella
Alberto del Barrio
David Kremer
机构：
[1] Complutense University of Madrid,Department of Informatics Systems and Computation, Computer Science Faculty
[2] Complutense University of Madrid,Department of Computer Architecture and Automation, Computer Science Faculty
[3] IBM Consulting España,undefined
来源：
EPJ Quantum Technology | 2023年 / 10卷
关键词：
Bayesian network; Quantum computing; Risk analysis; Resilience analysis; Reliability analysis;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
Studying the propagation of failure probabilities in interconnected systems such as electrical distribution networks is traditionally performed by means of Monte Carlo simulations. In this paper, we propose a procedure for creating a model of the system on a quantum computer using a restricted representation of Bayesian networks. We present examples of this implementation on sample models using Qiskit and test them using both quantum simulators and IBM Quantum hardware. The results show a correlation in the precision of the results when considering the number of Monte Carlo iterations alongside the sum of shots in a single quantum circuit execution.
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