Yıl 2018, Cilt 1, Sayı 1, Sayfalar 32 - 61 2018-01-01

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

M. Guerrero [1] , M. García [2] , J. Soria [3] , O. Castillo [4]

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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
Konular
Diğer ID JA45MJ39NH
Dergi Bölümü Araştırma Makalesi
Yazarlar

Yazar: M. Guerrero

Yazar: M. García

Yazar: J. Soria

Yazar: O. Castillo

Bibtex @ { jum390881, journal = {Journal of Universal Mathematics}, issn = {2618-5660}, address = {GÖKHAN ÇUVALCIOĞLU}, year = {2018}, volume = {1}, pages = {32 - 61}, doi = {}, title = {A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS}, key = {cite}, author = {Castillo, O. and Guerrero, M. and García, M. and Soria, J.} }
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. Retrieved from http://dergipark.gov.tr/jum/issue/35239/390881
MLA Guerrero, M , García, M , Soria, J , Castillo, O . "A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS". Journal of Universal Mathematics 1 (2018): 32-61 <http://dergipark.gov.tr/jum/issue/35239/390881>
Chicago Guerrero, M , García, M , Soria, J , Castillo, O . "A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS". Journal of Universal Mathematics 1 (2018): 32-61
RIS TY - JOUR T1 - A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS AU - M. Guerrero , M. García , J. Soria , O. Castillo Y1 - 2018 PY - 2018 N1 - DO - T2 - Journal of Universal Mathematics JF - Journal JO - JOR SP - 32 EP - 61 VL - 1 IS - 1 SN - 2618-5660-2618-5660 M3 - UR - Y2 - 2018 ER -
EndNote %0 Journal of Universal Mathematics A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS %A M. Guerrero , M. García , J. Soria , O. Castillo %T A NEW ALGORITHM BASED ON THE CUCKOO SEARCH WITH DYNAMIC ADAPTATION OF PARAMETERS USING FUZZY SYSTEMS %D 2018 %J Journal of Universal Mathematics %P 2618-5660-2618-5660 %V 1 %N 1 %R %U