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Erschienen in:

2017 | OriginalPaper | Buchkapitel

An Adaptive Fuzzy Control Based on Harmony Search and Its Application to Optimization

verfasst von : Cinthia Peraza, Fevrier Valdez, Oscar Castillo

Erschienen in: Nature-Inspired Design of Hybrid Intelligent Systems

Verlag: Springer International Publishing

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Abstract

This paper develops a new fuzzy harmony search algorithm (FHS) for solving optimization problems. FHS employs a novel method using fuzzy logic for adaptation of parameter the pitch adjustment (PArate) that enhances accuracy and convergence of harmony search (HS) algorithm. In this paper the impact of constant parameters on harmony search algorithm is discussed and a strategy for tuning these parameters is presented. The FHS algorithm has been successfully applied to various benchmarking optimization problems. Numerical results reveal that the proposed algorithm can find better solutions when compared to HS and other heuristic methods and is a powerful search algorithm for various benchmarking optimization problems.

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Vorheriges Kapitel Differential Evolution Using Fuzzy Logic and a Comparative Study with Other Metaheuristics

Nächstes Kapitel A Review of Dynamic Parameter Adaptation Methods for the Firefly Algorithm

Dexuan Z., Yanfeng G., Liqun G., Peifeng W.: A Novel Global Harmony Search Algorithm for Chemical Equation Balancing, In Computer Design and Applications (ICCDA), 2010 International Conference on, Vol. 2, IEEE (2010).

Eberhart R., Kennedy J.: A new optimizer using particle swarm theory, In Proceedings of the sixth international symposium on micro machine and human science Vol. 1, pp. 39-43., pp. 39–43, IEEE (1995).

Geem Z., Lee K.: A new meta-heuristic algorithm for continuous engineering optimization harmony search theory and practice, Computer methods in applied mechanics and engineering, pp. 3902-3933. Elsevier, Maryland, USA (2004).

Geem Z., Sim K., Parameter setting free harmony search algorithm, Applied Mathematics and Computation, pp. 3881-3889. Elsevier, Chung Ang, China (2010).

Geem Z.: Harmony search algorithms for structural design optimization, Studies in computational intelligence, Vol. 239, pp. 8–121. Springer, Heidelberg, Germany (2009).

Geem Z.: Music inspired harmony Search Algorithm theory and applications, Studies in computational intelligence pp. 8–121, Springer, Heidelberg, Germany (2009).

Hadi M., Mehmet A., Mashinchi M., Pedrycz W.:A Tabu Harmony Search Based Approach to Fuzzy Linear Regression, Fuzzy Systems, IEEE Transactions on, pp. 432-448. IEEE, New Jersey, USA (2011).

Mahamed G., Mahdavi M.: Global best harmony search, Applied Mathematics and Computation, pp. 1–14. Elsevier, Amsterdam, Holland (2008).

Mahdavi M., Fesanghary M., Damangir E.: An improved harmony search algorithm for solving optimization problems, applied Mathematics and Computation, pp. 1567–1579. Elsevier, Amsterdam, Holland (2007).

10.

Manjarres D., Torres L., Lopez S., DelSer J, Bilbao M., Salcedo S., Geem Z.: A survey on applications of the harmony search algorithm, Engineering Applications of Artificial Intelligence, pp. 3–14, Elsevier, Amsterdam, Holland (2013).

11.

Ochoa P., Castillo O., Soria J., Differential evolution with dynamic adaptation of parameters for the optimization of fuzzy controllers, Recent Advances on Hybrid Approaches for designing intelligent systems, pp. 275–288. Springer, Heidelberg, Germany (2013).

12.

Olivas F., Melin P., Castillo O., et. al, Optimal design of fuzzy classification systems using PSO with dynamic parameter adaptation through fuzzy logic, pp, 2-11, Elsevier (2013).

13.

Perez J., Valdez F., Castillo O.: A new Bat Algorithm with fuzzy logic for Dynamical Parameter adaptation and its applicability to fuzzy control design, Fuzzy Logic augmentation of nature inspired optimization metaheuristics, Volume 574, pp. 65-79, Springer (2015).

14.

Sombra A., Valdez F., Melin P., Castillo O.: A new gravitational search algorithm using fuzzy logic to parameter adaptation. IEEE Congress on Evolutionary Computation, pp. 1068–1074 (2013).

15.

Štefek A.: Benchmarking of heuristic optimization methods, Mechatronika 14^th International Symposium, pp 68-71, IEEE (2011).

16.

Valdez F.., Melin P., Castillo O.: Fuzzy Control of Parameters to Dynamically Adapt the PSO and GA Algorithms, Fuzzy Systems International Conference, pp. 1-8, IEEE, Barcelona, Spain (2010).

17.

Wang C., Huang Y..: Self-adaptive harmony search algorithm for optimization, Expert Systems with Applications Volume 37, pp. 2826-2837, Elsevier (2010).

18.

Yang X.: Nature Inspired Metaheuristic Algorithms, Second Edition, University of Cambridge, United Kingdom, pp 73-76, Luniver Press (2010).

Titel: An Adaptive Fuzzy Control Based on Harmony Search and Its Application to Optimization
verfasst von: Cinthia Peraza
Fevrier Valdez
Oscar Castillo
Verlag: Springer International Publishing
Buch: Nature-Inspired Design of Hybrid Intelligent Systems
Print ISBN: 978-3-319-47053-5

Electronic ISBN: 978-3-319-47054-2

Copyright-Jahr: 2017
DOI: https://doi.org/10.1007/978-3-319-47054-2_18

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