Energy-Utility Analysis for Resilient Systems Using Probabilistic Model Checking

Research output: Contribution to book/Conference proceedings/Anthology/ReportConference contributionContributedpeer-review

Abstract

The automated quantitative system analysis in terms of probabilistic model checking (PMC) is nowadays well-established and has been applied successfully in various areas. Recently, we showed how PMC can be applied for the trade-off analysis between several cost and reward functions, such as energy and utility. Besides utility, also the resilience of a system, i.e., the systems capability to operate successfully even in unfavorable conditions, crucially depends on costs invested: It is well-known that better resilience can be achieved, e.g., through introducing redundant components, which however may yield higher energy consumption.

In this paper, we focus on the interplay energy, utility and resilience. The formalization of the resulting trade-offs requires several concepts like quantiles, conditional probabilities and expectations and ratios of cost or reward functions. We present an overview how these quantitative measures for resilience mechanisms can be computed when the resilient systems are modeled either as discrete or continuous-time Markov chains. All the presented concepts of multi-objective reasoning are not supported by state-of-the-art probabilistic model checkers yet. By means of a small case study following the modular redundancy principle, we exemplify a resilience analysis within our prototype implementations.

Details

Original languageEnglish
Title of host publicationApplication and Theory of Petri Nets and Concurrency
EditorsGianfranco Ciardo, Ekkart Kindler
PublisherSpringer, Cham
Pages20-39
Number of pages20
ISBN (print)978-3-319-07733-8
Publication statusPublished - 2014
Peer-reviewedYes

Publication series

SeriesLecture Notes in Computer Science, Volume 8489
ISSN0302-9743

Conference

Title35th International Conference on Application and Theory of Petri Nets and Concurrency
Abbreviated titlePETRI NETS 2014
Duration23 - 27 June 2014
Degree of recognitionInternational event
CityTunis
CountryTunisia

External IDs

Scopus 84904096497
ORCID /0000-0002-5321-9343/work/142236735
ORCID /0000-0003-1724-2586/work/165453600

Keywords

Sustainable Development Goals

Keywords

  • energy-utility, resilient systems, probabilistic model checking

Library keywords