Genetic programming with fitness based on model checking

  • Authors:
  • Colin G. Johnson

  • Affiliations:
  • Computing Laboratory, University of Kent, Canterbury, Kent, England

  • Venue:
  • EuroGP'07 Proceedings of the 10th European conference on Genetic programming
  • Year:
  • 2007

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Abstract

Model checking is a way of analysing programs and program-like structures to decide whether they satisfy a list of temporal logic statements describing desired behaviour. In this paper we apply this to the fitness checking stage in an evolution strategy for learning finite state machines. We give experimental results consisting of learning the control program for a vending machine.