A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS

M. Guerrero; M. García; J. Soria; O. Castillo

A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS

Year 2018, Volume: 1 Issue: 1, 32 - 61, 01.01.2018

M. Guerrero M. García J. Soria O. Castillo

Abstract

In this work we studied of the parameters of the Cuckoo Search Algorithm via Levy Flights (CS). The main goal of the paper is designing a novel hybrid approach for modifying the Cuckoo Search Algorithm using a Fuzzy Inference System of the Mamdani type for calculating the optimal parameter values independent of the benchmark problem, which we are calling Fuzzy Cuckoo Search (for its acronyms FCS). In this paper different variants of the FCS are presented and the difference is the number of parameters adjusted by the fuzzy control system and the number of rules. Results show that the FCS outperforms the original version of the CS algorithms and the OCS variant of the algorithm proposed by Zhao. The statistical test shows that using a type - 1 fuzzy system in conjunction with the cuckoo search algorithms provides the best solutions

Year 2018, Volume: 1 Issue: 1, 32 - 61, 01.01.2018

M. Guerrero M. García J. Soria O. Castillo

Abstract

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Details

Other ID	JA45MJ39NH
Journal Section	Research Article
Authors	M. Guerrero This is me M. García This is me J. Soria This is me O. Castillo This is me
Publication Date	January 1, 2018
Submission Date	January 1, 2018
Published in Issue	Year 2018 Volume: 1 Issue: 1

Cite

APA	Guerrero, M., García, M., Soria, J., Castillo, O. (2018). A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS. Journal of Universal Mathematics, 1(1), 32-61.
AMA	Guerrero M, García M, Soria J, Castillo O. A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS. JUM. January 2018;1(1):32-61.
Chicago	Guerrero, M., M. García, J. Soria, and O. Castillo. “A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS”. Journal of Universal Mathematics 1, no. 1 (January 2018): 32-61.
EndNote	Guerrero M, García M, Soria J, Castillo O (January 1, 2018) A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS. Journal of Universal Mathematics 1 1 32–61.
IEEE	M. Guerrero, M. García, J. Soria, and O. Castillo, “A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS”, JUM, vol. 1, no. 1, pp. 32–61, 2018.
ISNAD	Guerrero, M. et al. “A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS”. Journal of Universal Mathematics 1/1 (January 2018), 32-61.
JAMA	Guerrero M, García M, Soria J, Castillo O. A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS. JUM. 2018;1:32–61.
MLA	Guerrero, M. et al. “A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS”. Journal of Universal Mathematics, vol. 1, no. 1, 2018, pp. 32-61.
Vancouver	Guerrero M, García M, Soria J, Castillo O. A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS. JUM. 2018;1(1):32-61.