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Model Checking-Based Genetic Programming with an Application to Mutual Exclusion

  • Gal Katz
  • Doron Peled
Part of the Lecture Notes in Computer Science book series (LNCS, volume 4963)

Abstract

Two approaches for achieving correctness of code are verification and synthesis from specification. Evidently, it is easier to check a given program for correctness (although not a trivial task by itself) than to generate algorithmically correct-by-construction code. However, formal verification may give quite limited information about how to correct the code. Genetic programming repeatedly generates mutations of code, and then selects the mutations that remain for the next stage based on a fitness function, which assists in converging into a correct program. We use a model checking procedure to provide the fitness value in every stage. As an example, we generate algorithms for mutual exclusion, using this combination of genetic programming and model checking. The main challenge is to select a fitness function that will allow constructing correct solutions with minimal effort. We present our considerations behind the selection of a fitness function based not only on the classical outcome of model checking, i.e., the existence of an error trace, but on the complete graph constructed during the model checking process.

Keywords

Model Check Genetic Programming Critical Section Mutual Exclusion Linear Temporal Logic 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

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Copyright information

© Springer-Verlag Berlin Heidelberg 2008

Authors and Affiliations

  • Gal Katz
    • 1
  • Doron Peled
    • 1
  1. 1.Department of Computer ScienceBar Ilan UniversityRamat GanIsrael

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