Multi-view refactoring of class and activity diagrams using a multi-objective evolutionary algorithm

Research output: Contribution to journalArticlepeer-review

Abstract

To improve the quality of software systems, one of the widely used techniques is refactoring defined as the process of improving the design of an existing system by changing its internal structure without altering the external behavior. The majority of existing refactoring work focuses mainly on the source code level. The suggestion of refactorings at the model level is more challenging due to the difficulty to evaluate: (a) the impact of the suggested refactorings applied to a diagram on other related diagrams to improve the overall system quality, (b) their feasibility, and (c) interdiagram consistency. We propose, in this paper, a novel framework that enables software designers to apply refactoring at the model level. To this end, we used a multi-objective evolutionary algorithm to find a trade-off between improving the quality of class and activity diagrams. The proposed multi-objective approach provides a multi-view for software designers to evaluate the impact of suggested refactorings applied to class diagrams on related activity diagrams in order to evaluate the overall quality, and check their feasibility and behavior preservation. The statistical evaluation performed on models extracted from four open-source systems confirms the efficiency of our approach.
Original languageEnglish
Pages (from-to)473-501
Number of pages29
JournalSoftware Quality Journal
Volume25
Issue number2
DOIs
Publication statusPublished - 2019

Fields of science

  • 202005 Computer architecture
  • 202017 Embedded systems
  • 102 Computer Sciences
  • 102002 Augmented reality
  • 102006 Computer supported cooperative work (CSCW)
  • 102015 Information systems
  • 102022 Software development
  • 201305 Traffic engineering
  • 502032 Quality management
  • 502050 Business informatics

JKU Focus areas

  • Digital Transformation

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