Verification of Calculations of Non-Homogeneous Markov Chains Using Monte Carlo Simulation

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21240%2F22%3A00359844" target="_blank" >RIV/68407700:21240/22:00359844 - isvavai.cz</a>

Result on the web

<a href="http://dx.doi.org/10.1109/DSD57027.2022.00097" target="_blank" >http://dx.doi.org/10.1109/DSD57027.2022.00097</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1109/DSD57027.2022.00097" target="_blank" >10.1109/DSD57027.2022.00097</a>

Result language

angličtina

Original language name

Verification of Calculations of Non-Homogeneous Markov Chains Using Monte Carlo Simulation

Original language description

Dependability models allow calculating the rate of events leading to a hazard state – a situation, where the safety of the modeled dependable system is violated, thus the system may cause material loss, serious injuries, or casualties. The calculation of the hazard rate of the complex non-homogeneous Markov chains is time-consuming and the accuracy of the results is questionable. We have presented two methods able to calculate the hazard rate of the complex non-homogeneous Markov chains in previous papers. Both methods achieved very accurate results, thus we compare four Monte-Carlo based simulation methods (both accuracy and time-consumption) with our methods in this paper. A simple Triple Modular Redundancy (TMR) model is used in this paper since its hazard rate can be calculated analytically.

Czech name

—

Czech description

—

Type

D - Article in proceedings

CEP classification

—

OECD FORD branch

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Project

<a href="/en/project/EF16_019%2F0000765" target="_blank" >EF16_019/0000765: Research Center for Informatics</a><br>

Continuities

P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Publication year

2022

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection

Proceedings of the 2022 25th Euromicro Conference on Digital System Design

ISBN

978-1-6654-7404-7

ISSN

—

e-ISSN

—

Number of pages

7

Pages from-to

689-695

Publisher name

IEEE Computer Society

Place of publication

Los Alamitos

Event location

Maspalomas, Gran Canaria

Event date

Aug 31, 2022

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

000946536500082