On Robust Markov Analysis for Reliability Assessment of Complex Systems using Imprecise Markov Chains

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F19%3A10244171" target="_blank" >RIV/61989100:27240/19:10244171 - isvavai.cz</a>
Result on the web
<a href="https://www.scopus.com/record/display.uri?eid=2-s2.0-85072544964&origin=resultslist&sort=plf-f&src=s&st1=&st2=&sid=11f48345559b6dd4e291abdf1f5ca7ec&sot=b&sdt=b&sl=117&s=TITLE-ABS-KEY+%28On+Robust+Markov+Analysis+for+Reliability+Assessment+of+Complex+Systems+using+Imprecise+Markov+Chains%29&relpos=0&citeCnt=0&searchTerm=" target="_blank" >https://www.scopus.com/record/display.uri?eid=2-s2.0-85072544964&origin=resultslist&sort=plf-f&src=s&st1=&st2=&sid=11f48345559b6dd4e291abdf1f5ca7ec&sot=b&sdt=b&sl=117&s=TITLE-ABS-KEY+%28On+Robust+Markov+Analysis+for+Reliability+Assessment+of+Complex+Systems+using+Imprecise+Markov+Chains%29&relpos=0&citeCnt=0&searchTerm=</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/DT.2019.8813688" target="_blank" >10.1109/DT.2019.8813688</a>

Result language
angličtina
Original language name
On Robust Markov Analysis for Reliability Assessment of Complex Systems using Imprecise Markov Chains
Original language description
Markov analysis is a wide-spread tool for modelling interactions among components in complex systems. It is based on modelling the evolution of system's component states by Markov Chains. But, as in many other uncertainty models, it might often be overly optimistic to assume that we can construct a precise stochastic model which properly captures the uncertainties present in the investigated system. This issue is addressed by the theory of Imprecise Probabilities and, specifically for stochastic processes, by the theory of Imprecise Markov Chains. In this paper, we will demonstrate how Imprecise Markov Chains can not only serve as a robust alternative to classical stochastic models, but also how they can facilitate analyses by the means of problem dimension reduction and also, by die means of deliberate model construction, enable analyses which would not be possible by using solely precise probability models. (C) 2019 IEEE.
Czech name
—
Czech description
—

Publication year
2019
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
Proceedings of the International Conference on Information and Digital Technologies 2019, IDT 2019
ISBN
978-1-72811-401-9
ISSN
—
e-ISSN
2453-7314
Number of pages
8
Pages from-to
245-252
Publisher name
IEEE
Place of publication
Piscataway
Event location
Žilina
Event date
Jun 25, 2019
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
—

Similar results(10)