Title of paper:
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Intuitionistic fuzzy logic control of metaheuristic algorithms' parameters via a generalized net
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Author(s):
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Olympia Roeva
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Bioinformatics and Mathematical Modelling Department, Institute of Biophysics and Biomedical Engineering, Bulgarian Academy of Sciences, 105 Acad. G. Bonchev Str., Sofia 1113, Bulgaria
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olympia@biomed.bas.bg
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Alžbeta Michalíková
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Faculty of Natural Sciences, Matej Bel University, Tajovského 40, SK-974 01 Banská Bystrica
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alzbeta.michalikova@umb.sk
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Published in:
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"Notes on IFS", Volume 20, 2014, Number 4, pages 53–58
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Download:
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PDF (132 Kb, File info)
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Abstract:
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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.
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Keywords:
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Generalized Net, Intuitionistic fuzzy logic, Parameters control, Metaheuristics.
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AMS Classification:
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03E72, 65Q85, 68T20.
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References:
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- 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.
- 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.
- Atanassov, K. Generalized Nets, World Scientific, Singapore, 1991.
- Atanassov, K. Intuitionistic Fuzzy Sets, Fuzzy Set and Systems, Vol. 20, 1986, No. 1, 87–96.
- Atanassov, K. Intuitionistic Fuzzy Sets: Theory and Applications, Springer, Heidelberg, 1999.
- Atanassov, K. On Intuitionistic Fuzzy Sets Theory, Springer Physica-Verlag, Berlin, 2012.
- Atanassov, K., H. Aladjov. Generalized Nets in Artificial Intelligence. Volume 2: Generalized nets and Machine Learning, Prof. M. Drinov Academic Publishing House, Sofia, 2000.
- 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.
- Eiben, A. E., R. Hinterding, Z. Michalewicz. Parameter Control in Evolutionary algorithms, IEEE Transactions on Evolutionary Computation, Vol. 3, 1999, No. 2, 124–141.
- Glover, F. Tabu Search – Wellsprings and Challenges, Eur. J. Oper. Res., 106, 1998, 221–225.
- Herrera, F., M. Lozano. Fuzzy Adaptive Genetic Algorithms: Design, Taxonomy, and Future Directions, Soft Computing, Vol. 7, 2003, 545–562.
- 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.
- 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.
- Roeva, O. Bat Algorithm in Terms of Generalized Net, Proc. of 15th International Workshop on Generalized Nets, Burgas, 2014, (in press).
- 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.
- 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.
- Roeva, O., P. Melo-Pinto. Generalized Net Model of Firefly Algorithm, Proc. of 14th International Workshop on Generalized Nets, Burgas, 2013, 22–27.
- 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.
- 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.
- 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.
- Voβ, S. Meta-heuristics: The State of the Art, Lecture Notes in Artificial Intelligence, Vol. 2148, 2001, 1–23.
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