16-17 May 2019 • Sofia, Bulgaria

Submission: 21 February 2019Notification: 11 March 2019Final Version: 1 April 2019

Issue:Intuitionistic fuzzy logic control of metaheuristic algorithms' parameters via a generalized net

From Ifigenia, the wiki for intuitionistic fuzzy sets and generalized nets
Jump to: navigation, search
shortcut
http://ifigenia.org/wiki/issue:nifs/20/4/53-58
Title of paper: Intuitionistic fuzzy logic control of metaheuristic algorithms' parameters via a generalized net
Author(s):
Olympia Roeva
Bioinformatics and Mathematical Modelling Department, Institute of Biophysics and Biomedical Engineering, Bulgarian Academy of Sciences, 105 Acad. G. Bonchev Str., Sofia 1113, Bulgaria
olympiaAt sign.pngbiomed.bas.bg
Alžbeta Michalíková
Faculty of Natural Sciences, Matej Bel University, Tajovského 40, SK-974 01 Banská Bystrica
alzbeta.michalikovaAt sign.pngumb.sk
Published in: "Notes on IFS", Volume 20, 2014, Number 4, pages 53–58
Download: Download-icon.png PDF (132  Kb, Info) Download-icon.png
Abstract: In this paper a Generalized Net (GN) model of Intuitionistic fuzzy logic (IFL) control of metaheuristic algorithms’ parameters, is proposed. IFL controller is used to tune dynamically algorithm parameters. The GN-model describes the process of parameters control, trying to improve the algorithm performance.
Keywords: Generalized Net, Intuitionistic fuzzy logic, Parameters control, Metaheuristics.
AMS Classification: 03E72, 65Q85, 68T20.
References:
  1. Akram, M., S. Shahzad, A. Butt, A. Khaliq. Intuitionistic Fuzzy Logic Control for Heater Fans, Mathematics in Computer Science, Vol. 7, 2013, No. 3, 367–378.
  2. Aladjov, H., K. Atanassov. A Generalized Net for Genetic Algorithms Learning, Proc. of the XXX Spring Conference of the Union of Bulgarian Mathematicians, Borovets, 2001, 242–249.
  3. Atanassov, K. Generalized Nets, World Scientific, Singapore, 1991.
  4. Atanassov, K. Intuitionistic Fuzzy Sets, Fuzzy Set and Systems, Vol. 20, 1986, No. 1, 87–96.
  5. Atanassov, K. Intuitionistic Fuzzy Sets: Theory and Applications, Springer, Heidelberg, 1999.
  6. Atanassov, K. On Intuitionistic Fuzzy Sets Theory, Springer Physica-Verlag, Berlin, 2012.
  7. Atanassov, K., H. Aladjov. Generalized Nets in Artificial Intelligence. Volume 2: Generalized nets and Machine Learning, Prof. M. Drinov Academic Publishing House, Sofia, 2000.
  8. Cicirello, V. A., S. F. Smith. Modeling GA Performance for Control Parameter Optimization, Proc. of the Genetic and Evolutionary Computation Conference, Morgan Kaufmann Publishers, Las Vegas, 2000, 235–242.
  9. Eiben, A. E., R. Hinterding, Z. Michalewicz. Parameter Control in Evolutionary algorithms, IEEE Transactions on Evolutionary Computation, Vol. 3, 1999, No. 2, 124–141.
  10. Glover, F. Tabu Search – Wellsprings and Challenges, Eur. J. Oper. Res., 106, 1998, 221–225.
  11. Herrera, F., M. Lozano. Fuzzy Adaptive Genetic Algorithms: Design, Taxonomy, and Future Directions, Soft Computing, Vol. 7, 2003, 545–562.
  12. Pencheva, T., O. Roeva, A. Shannon, Generalized Net Models of Crossover Operators in Genetic Algorithms, Proc. of the 9th International Workshop on Generalized Nets, Sofia, Vol. 2, 2008, 64–70.
  13. Prieto, J. A. F., J. R. V. Pérez. Adaptive Genetic Algorithm Control Parameter Optimization to Verify the Network Protocol Performance, Proc. of IPMU'08 (L. Magdalena, M. Ojeda-Aciego, J. L. Verdegay, Eds.), June 22–27, 2008, 785–791.
  14. Roeva, O. Bat Algorithm in Terms of Generalized Net, Proc. of 15th International Workshop on Generalized Nets, Burgas, 2014, (in press).
  15. Roeva, O., A. Michalíková. Generalized Net Model of Intuitionistic Fuzzy Logic Control of Genetic Algorithm Parameters, Notes on Intuitionistic Fuzzy Sets, Vol. 19, 2013, No.2, 71–76.
  16. Roeva, O., A. Shannon. A Generalized Net Model of Mutation Operator of the Breeder Genetic Algorithm, Proc. of the 9th International Workshop on Generalized Nets, Sofia, Vol. 2, 2008, 59–63.
  17. Roeva, O., P. Melo-Pinto. Generalized Net Model of Firefly Algorithm, Proc. of 14th International Workshop on Generalized Nets, Burgas, 2013, 22–27.
  18. Roeva, O., S. Fidanova. Chapter 13. Application of Genetic Algorithms and Ant Colony Optimization for Modeling of E. coli Cultivation Process, In: Real-World Application of Genetic Algorithms, In Tech, 2012, 261–282.
  19. Roeva, O., T. Pencheva. Generalized Net Model of a Multi-population Genetic Algorithm, Issues in Intuitionistic Fuzzy Sets and Generalized Nets, Vol. 8, 2010, 91–101.
  20. Subbu, R., P. Bonissone. A Retrospective View of Fuzzy Control of Evolutionary Algorithm Resources, Proc. of the 12th IEEE International Conference on Fuzzy Systems, May 25–28, St. Louis, USA, Vol. 1, 2003, 143-148.
  21. Voβ, S. Meta-heuristics: The State of the Art, Lecture Notes in Artificial Intelligence, Vol. 2148, 2001, 1–23.
Citations:

The list of publications, citing this article may be empty or incomplete. If you can provide relevant data, please, write on the talk page.