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<p>Studying the propagation of failure probabilities in interconnected systems like that of
electrical distribution networks is traditionally performed by means of Monte Carlo simulations. In this paper,
we propose a procedure to create a model of the system in a quantum computer using a restricted
representation of Bayesian networks. Some examples of this implementation on sample models are presented
using Qiskit and tested using both quantum simulators and IBM Quantum hardware. 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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