Graph-based Approach to Reliability Assessment

The article raises the problem of analyzing the reliability of complex systems used in critical areas. The need for automated calculation and the basic list of requirements for it are analyzed. A scalable graph-based approach to analyzing the reliability of systems is proposed. The principle of building a graph-based computing system using the TensorFlow library is shown in the example of the probability of failure-free operation. The proposed method is based on the classical analytical approach to assessing reliability and describes the principles of the automated construction of a computational graph. The limitations of the applicability of the developed approach are estimated, and an overview of the current state of the developed software-algorithmic complex is given.