Genetic Programming with Fitness based on Model Checking

Johnson, Colin G. (2007) Genetic Programming with Fitness based on Model Checking. In: Genetic Programming, April 11-13, 2007, Valencia, Spain. (Full text available)

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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.

Item Type: Conference or workshop item (Paper)
Uncontrolled keywords: evolutionary computing; logic; genetic algorithms
Subjects: Q Science > QA Mathematics (inc Computing science) > QA 76 Software, computer programming,
Divisions: Faculties > Science Technology and Medical Studies > School of Computing > Applied and Interdisciplinary Informatics Group
Depositing User: Mark Wheadon
Date Deposited: 24 Nov 2008 18:05
Last Modified: 04 Jul 2014 10:49
Resource URI: http://kar.kent.ac.uk/id/eprint/14594 (The current URI for this page, for reference purposes)
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