Billiards Optimization Algorithm: A New Game-Based Metaheuristic Approach

Kód výsledku v IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F62690094%3A18440%2F23%3A50020987" target="_blank" >RIV/62690094:18440/23:50020987 - isvavai.cz</a>

Výsledek na webu

<a href="https://www.techscience.com/cmc/v74n3/50954" target="_blank" >https://www.techscience.com/cmc/v74n3/50954</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.32604/cmc.2023.034695" target="_blank" >10.32604/cmc.2023.034695</a>

Jazyk výsledku

angličtina

Název v původním jazyce

Billiards Optimization Algorithm: A New Game-Based Metaheuristic Approach

Popis výsledku v původním jazyce

Metaheuristic algorithms are one of the most widely used stochastic approaches in solving optimization problems. In this paper, a new metaheuris-tic algorithm entitled Billiards Optimization Algorithm (BOA) is proposed and designed to be used in optimization applications. The fundamental inspi-ration in BOA design is the behavior of the players and the rules of the billiards game. Various steps of BOA are described and then its mathemat-ical model is thoroughly explained. The efficiency of BOA in dealing with optimization problems is evaluated through optimizing twenty-three standard benchmark functions of different types including unimodal, high-dimensional multimodal, and fixed-dimensional multimodal functions. In order to analyze the quality of the results obtained by BOA, the performance of the proposed approach is compared with ten well-known algorithms. The simulation results show that BOA, with its high exploration and exploitation abilities, achieves an impressive performance in providing solutions to objective functions and is superior and far more competitive compared to the ten competitor algorithms.

Název v anglickém jazyce

Billiards Optimization Algorithm: A New Game-Based Metaheuristic Approach

Popis výsledku anglicky

Metaheuristic algorithms are one of the most widely used stochastic approaches in solving optimization problems. In this paper, a new metaheuris-tic algorithm entitled Billiards Optimization Algorithm (BOA) is proposed and designed to be used in optimization applications. The fundamental inspi-ration in BOA design is the behavior of the players and the rules of the billiards game. Various steps of BOA are described and then its mathemat-ical model is thoroughly explained. The efficiency of BOA in dealing with optimization problems is evaluated through optimizing twenty-three standard benchmark functions of different types including unimodal, high-dimensional multimodal, and fixed-dimensional multimodal functions. In order to analyze the quality of the results obtained by BOA, the performance of the proposed approach is compared with ten well-known algorithms. The simulation results show that BOA, with its high exploration and exploitation abilities, achieves an impressive performance in providing solutions to objective functions and is superior and far more competitive compared to the ten competitor algorithms.

Druh

J_imp - Článek v periodiku v databázi Web of Science

CEP obor

—

OECD FORD obor

50301 - Education, general; including training, pedagogy, didactics [and education systems]

Projekt

—

Návaznosti

S - Specificky vyzkum na vysokych skolach

Rok uplatnění

2023

Kód důvěrnosti údajů

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Název periodika

CMC-Computers, Materials &amp; Continua

ISSN

1546-2218

e-ISSN

1546-2226

Svazek periodika

74

Číslo periodika v rámci svazku

3

Stát vydavatele periodika

US - Spojené státy americké

Počet stran výsledku

18

Strana od-do

5283-5300

Kód UT WoS článku

000950629100013

EID výsledku v databázi Scopus

2-s2.0-85145257381