Towards Automated Configuration of Systems with Non-Functional Constraints
Research output: Contribution to book/Conference proceedings/Anthology/Report › Conference contribution › Contributed › peer-review
Contributors
Abstract
The paper reports on first steps towards a systematic design process that ensures quantitative stochastic requirements like requirements on the expected energy consumption or resilience requirements by construction. The idea is to automatically extract a formal model from a configurable system and to use formal analysis techniques to automatically determine a configuration such that the system meets the quantitative requirements. As a proof of concept we present a tool that supports the automated synthesis of protocol parameters for IPC (interprocess communication). The tool takes as input a Lua script describing the communication structure of several processes. This script is annotated with quantitative information such as error probabilities and timing information. The output is a Markov chain specified in the input language of the prominent probabilistic model checker PRISM. This Markov chain yields the basis for quantitative formal analysis of failure scenarios caused by hardware faults in IPC channels. The results yield the basis for finding optimal values for protocol parameters that tune, e.g., the level of resiliency. As an initial demonstration of the tool, we analyze and adjust system parameters of a simple scenario with a few communicating processes and report on results. Though achieved under simplified assumptions, the results presented here are a proof-of-concept towards the vision of automated system configuration.
Details
Original language | English |
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Title of host publication | HotOS '17: Proceedings of the 16th Workshop on Hot Topics in Operating Systems |
Publisher | Association for Computing Machinery (ACM), New York |
Pages | 111-117 |
Number of pages | 7 |
ISBN (print) | 978-1-4503-5068-6 |
Publication status | Published - 2017 |
Peer-reviewed | Yes |
Workshop
Title | 16th Workshop on Hot Topics in Operating Systems |
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Abbreviated title | HotOS '17 |
Conference number | |
Duration | 7 - 10 May 2017 |
Degree of recognition | International event |
Location | |
City | Whistler |
Country | Canada |
External IDs
Scopus | 85028022409 |
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ORCID | /0000-0002-5321-9343/work/142236719 |
ORCID | /0000-0003-1724-2586/work/165453591 |
Keywords
Sustainable Development Goals
Keywords
- Automated Configuration of Systems, Non-Functional Constraints