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Hybrid parliamentary optimization and big bang-big crunch algorithm for global optimization

SONER KIZILOLUK [1] , AHMET BEDRİ ÖZER [2]

Researchers have developed different metaheuristic algorithms to solve various optimization problems. The efficiency of a metaheuristic algorithm depends on the balance between exploration and exploitation. This paper presents the hybrid parliamentary optimization and big bang-big crunch (HPO-BBBC) algorithm, which is a combination of the parliamentary optimization algorithm (POA) and the big bang-big crunch (BB-BC) optimization algorithm. The intragroup competition phase of the POA is a process that searches for potential points in the search space, thereby providing an exploration mechanism. By contrast, the BB-BC algorithm has an effective exploitation mechanism. In the proposed method, steps of the BB-BC algorithm are added to the intragroup competition phase of the POA in order to improve the exploitation capabilities of the POA. Thus, the proposed method achieves a good balance between exploration and exploitation. The performance of the HPO-BBBC algorithm was tested using well-known mathematical test functions and compared with that of the POA, the BB-BC algorithm, and some other metaheuristics, namely the genetic algorithm, multiverse optimizer, crow search algorithm, dragonfly algorithm, and moth-flame optimization algorithm. The HPO-BBBC algorithm was found to achieve better optimization performance and a higher convergence speed than the above-mentioned algorithms on most benchmark problems.
Parliamentary optimization algorithm, big bang-big crunch algorithm, global optimization, hybridization
Journal Section Articles Author: SONER KIZILOLUK Author: AHMET BEDRİ ÖZER Publication Date : June 1, 2019
 Bibtex @ { tbtkelektrik577552, journal = {Turkish Journal of Electrical Engineering and Computer Science}, issn = {1300-0632}, eissn = {1303-6203}, address = {}, publisher = {TUBITAK}, year = {2019}, volume = {27}, pages = {1954 - 1969}, doi = {}, title = {Hybrid parliamentary optimization and big bang-big crunch algorithm for global optimization}, key = {cite}, author = {KIZILOLUK, SONER and ÖZER, AHMET BEDRİ} } APA KIZILOLUK, S , ÖZER, A . (2019). Hybrid parliamentary optimization and big bang-big crunch algorithm for global optimization. Turkish Journal of Electrical Engineering and Computer Science , 27 (3) , 1954-1969 . Retrieved from https://dergipark.org.tr/en/pub/tbtkelektrik/issue/45742/577552 MLA KIZILOLUK, S , ÖZER, A . "Hybrid parliamentary optimization and big bang-big crunch algorithm for global optimization". Turkish Journal of Electrical Engineering and Computer Science 27 (2019 ): 1954-1969 Chicago KIZILOLUK, S , ÖZER, A . "Hybrid parliamentary optimization and big bang-big crunch algorithm for global optimization". Turkish Journal of Electrical Engineering and Computer Science 27 (2019 ): 1954-1969 RIS TY - JOUR T1 - Hybrid parliamentary optimization and big bang-big crunch algorithm for global optimization AU - SONER KIZILOLUK , AHMET BEDRİ ÖZER Y1 - 2019 PY - 2019 N1 - DO - T2 - Turkish Journal of Electrical Engineering and Computer Science JF - Journal JO - JOR SP - 1954 EP - 1969 VL - 27 IS - 3 SN - 1300-0632-1303-6203 M3 - UR - Y2 - 2019 ER - EndNote %0 Turkish Journal of Electrical Engineering and Computer Science Hybrid parliamentary optimization and big bang-big crunch algorithm for global optimization %A SONER KIZILOLUK , AHMET BEDRİ ÖZER %T Hybrid parliamentary optimization and big bang-big crunch algorithm for global optimization %D 2019 %J Turkish Journal of Electrical Engineering and Computer Science %P 1300-0632-1303-6203 %V 27 %N 3 %R %U ISNAD KIZILOLUK, SONER , ÖZER, AHMET BEDRİ . "Hybrid parliamentary optimization and big bang-big crunch algorithm for global optimization". Turkish Journal of Electrical Engineering and Computer Science 27 / 3 (June 2019): 1954-1969 . AMA KIZILOLUK S , ÖZER A . Hybrid parliamentary optimization and big bang-big crunch algorithm for global optimization. Turkish Journal of Electrical Engineering and Computer Science. 2019; 27(3): 1954-1969. Vancouver KIZILOLUK S , ÖZER A . Hybrid parliamentary optimization and big bang-big crunch algorithm for global optimization. Turkish Journal of Electrical Engineering and Computer Science. 2019; 27(3): 1969-1954.