Synthesizing, correcting and improving code, using model checking-based genetic programming

We show here how the use of genetic programming in combination of model checking provides a powerful way to synthesize programs. Whereas classical algorithmic synthesis provides alarming high complexity and undecidability results, the genetic approach provides a surprisingly successful heuristics. W...

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Veröffentlicht in:International journal on software tools for technology transfer 2017-08, Vol.19 (4), p.449-464
Hauptverfasser: Katz, Gal, Peled, Doron
Format: Artikel
Sprache:eng
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Zusammenfassung:We show here how the use of genetic programming in combination of model checking provides a powerful way to synthesize programs. Whereas classical algorithmic synthesis provides alarming high complexity and undecidability results, the genetic approach provides a surprisingly successful heuristics. We describe several versions of a method for synthesizing sequential and concurrent systems. We show several examples where we used our approach to synthesize, improve and correct code.
ISSN:1433-2779
1433-2787
DOI:10.1007/s10009-016-0418-1