%0 Journal Article
%A Carrascal De Las Heras, Ginés
%A Botella Juan, Guillermo
%A Del Barrio García, Alberto Antonio
%A Kremer, David
%T A Bayesian-network-based quantum procedure for failure risk analysis
%D 2023
%U https://hdl.handle.net/20.500.14352/132794
%X 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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