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Early reliability assessment of UML based software models

Published: 24 July 2002 Publication History

Abstract

The ability to validate software systems early in the development lifecycle is becoming crucial. While early validation of functional requirements is supported by well known approaches, the validation of non-functional requirements, such as reliability, is not. Early assessment of non-functional requirements can be facilitated by automated transformation of software models into (mathematical) notations suitable for validation. These type of validation approaches are usually as "transparent" to the developers as possible. Consequently, most software developers find them user friendly and easy to adopt.In this paper we introduce a methodology that starts with the analysis of the UML model of software architecture followed by the bayesian framework for reliability prediction. We utilize three different types of UML diagrams: Use Case, Sequence and Deployment diagrams. They are annotated with reliability related attributes. Unlike traditional reliability growth models, which are applicable late in the lifecycle, our approach bases system reliability prediction on component and connector failure rates. In mature development environments, these may be available as the result of reuse. Throughout the lifecycle, as the developers improve their understanding of failure rates and their operational usage, system reliability prediction becomes more precise. We demonstrate the approach through a case study based on a simple web-based transaction processing system.

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cover image ACM Conferences
WOSP '02: Proceedings of the 3rd international workshop on Software and performance
July 2002
318 pages
ISBN:1581135637
DOI:10.1145/584369
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 24 July 2002

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Author Tags

  1. UML models
  2. bayesian reliability prediction
  3. component based systems
  4. reliability assessment

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WOSP '02 Paper Acceptance Rate 35 of 64 submissions, 55%;
Overall Acceptance Rate 149 of 241 submissions, 62%

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  • (2023)Multi-objective Software Architecture Refactoring driven by Quality Attributes2023 IEEE 20th International Conference on Software Architecture Companion (ICSA-C)10.1109/ICSA-C57050.2023.00046(175-178)Online publication date: Mar-2023
  • (2023)Many-objective optimization of non-functional attributes based on refactoring of software modelsInformation and Software Technology10.1016/j.infsof.2023.107159157:COnline publication date: 1-May-2023
  • (2022)Search Budget in Multi-Objective Refactoring optimization: a Model-Based Empirical Study2022 48th Euromicro Conference on Software Engineering and Advanced Applications (SEAA)10.1109/SEAA56994.2022.00070(406-413)Online publication date: Aug-2022
  • (2022)A Search-Based Method For optimizing Software Architecture Reliability2022 8th International Conference on Web Research (ICWR)10.1109/ICWR54782.2022.9786245(47-54)Online publication date: 11-May-2022
  • (2021)An Adaptive Rank Aggregation-Based Ensemble Multi-Filter Feature Selection Method in Software Defect PredictionEntropy10.3390/e2310127423:10(1274)Online publication date: 29-Sep-2021
  • (2021)System-of-Systems Reliability: An Exploratory Study in a Brazilian Public OrganizationProceedings of the XVII Brazilian Symposium on Information Systems10.1145/3466933.3466954(1-8)Online publication date: 7-Jun-2021
  • (2021)Dealing with Non-Functional Requirements in Model-Driven Development: A SurveyIEEE Transactions on Software Engineering10.1109/TSE.2019.290447647:4(818-835)Online publication date: 1-Apr-2021
  • (2021)On the impact of Performance Antipatterns in multi-objective software model refactoring optimization2021 47th Euromicro Conference on Software Engineering and Advanced Applications (SEAA)10.1109/SEAA53835.2021.00036(224-233)Online publication date: Sep-2021
  • (2020)An UML Based Approach to Find out Software Reliability Prediction Metrics2020 Fourth World Conference on Smart Trends in Systems, Security and Sustainability (WorldS4)10.1109/WorldS450073.2020.9210337(227-232)Online publication date: Jul-2020
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