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Prediction of fulfilling the conditions of functional reliability of information systems using machine learning models | IEEE Conference Publication | IEEE Xplore

Prediction of fulfilling the conditions of functional reliability of information systems using machine learning models


Abstract:

Active implementation of information technologies in society requires increasingly active use of information systems to solve various tasks. Functional reliability holds ...Show More

Abstract:

Active implementation of information technologies in society requires increasingly active use of information systems to solve various tasks. Functional reliability holds a significant place in the usage of information systems. As a result, various methods are being developed to describe and physically ensure it. Currently, a number of indicators and criteria for the functional reliability of information systems have been developed, along with requirements for the organization of the system itself, the fulfillment of which indicates functional reliability. The goal of all this is to make the used information systems as functionally stable as possible. Recently, there has been a significant increase in interest in the use of machine learning models, including for optimizing computations. Recent research shows that machine learning models can handle this task quite successfully in a number of cases. This work investigates the application of several machine learning models for optimizing the verification of conditions, the fulfillment of which ensures the functional reliability of the considered information system.
Date of Conference: 22-24 October 2024
Date Added to IEEE Xplore: 28 November 2024
ISBN Information:
Conference Location: Kyiv, Ukraine

I. Introduction

The increased use of information systems also brings about increased demands on them [1–3]. One such requirement, particularly for the operation of information systems in autonomous mode, is functional reliability [4, 5]. In other words, an information system that is put into operation must perform the assigned tasks [6] for a specified period, despite its own degradation and various negative influences. Therefore, there arises a need for a formal description of the functional reliability of systems.

References

References is not available for this document.