Automation and Remote Control

, Volume 77, Issue 3, pp 473–484

Modified ant colony algorithm for constructing finite state machines from execution scenarios and temporal formulas

  • D. S. Chivilikhin
  • V. I. Ulyantsev
  • A. A. Shalyto
Logical Control

DOI: 10.1134/S0005117916030097

Cite this article as:
Chivilikhin, D.S., Ulyantsev, V.I. & Shalyto, A.A. Autom Remote Control (2016) 77: 473. doi:10.1134/S0005117916030097

Abstract

We solve the problem of constructing extended finite state machines with execution scenarios and temporal formulas. We propose a new algorithm pstMuACO that combines a scenario filtering procedure, an exact algorithm efsmSAT for constructing finite state machines from execution scenarios based on a reduction to the Boolean satisfiability problem, and a parallel ant colony algorithm pMuACO. Experiments show that constructing several initial solutions for the ant colony algorithm with reduced sets of scenarios significantly reduces the total time needed to find optimal solutions. The proposed algorithm can be used for automated construction of reliable control systems.

Copyright information

© Pleiades Publishing, Ltd. 2016

Authors and Affiliations

  • D. S. Chivilikhin
    • 1
  • V. I. Ulyantsev
    • 1
  • A. A. Shalyto
    • 1
  1. 1.ITMO UniversitySt. PetersburgRussia