Feedback-based coverage directed test generation: an industrial evaluation

  • Authors:
  • Charalambos Ioannides;Geoff Barrett;Kerstin Eder

  • Affiliations:
  • Industrial Doctorate Centre in Systems, University of Bristol, Queen's Building, University Walk, Bristol, UK and Broadcom BBE BU, Broadcom Corporation, Bristol, UK;Broadcom BBE BU, Broadcom Corporation, Bristol, UK;Department of Computer Science, University of Bristol, Bristol, UK

  • Venue:
  • HVC'10 Proceedings of the 6th international conference on Hardware and software: verification and testing
  • Year:
  • 2010

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Abstract

Although there are quite a few approaches to Coverage Directed test Generation aided by Machine Learning which have been applied successfully to small and medium size digital designs, it is not clear how they would scale on more elaborate industrial-level designs. This paper evaluates one of these techniques, called MicroGP, on a fully fledged industrial design. The results indicate relative success evidenced by a good level of code coverage achieved with reasonably compact tests when compared to traditional test generation approaches. However, there is scope for improvement especially with respect to the diversity of the tests evolved.