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JOURNALS // Informatics and Automation // Archive

Tr. SPIIRAN, 2010 Issue 15, Pages 123–135 (Mi trspy409)

Application of genetic programming and model checking for finite-state machine induction

K. V. Egorov, F. N. Tsarev, A. A. Shalyto

St. Petersburg State University of Information Technologies, Mechanics and Optics

Abstract: In this paper, we describe the method of finite state machine induction using genetic programming with fitness based on testing and model checking. The description of chromosome structure, of genetic algorithm, of cross-over and mutation operations is given. Experimental results for the induction of elevator doors control system are given.

Keywords: genetic programming, machine learning, model checking, automata-based programming.

UDC: 004.4'242

Received: 27.12.2010



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