Improved prairie dog optimization algorithm by dwarf mongoose optimization algorithm for optimization problems

Abualigah, LaithAl al Bayt Univ, Jordan; Al Ahliyya Amman Univ, Jordan; Lebanese Amer Univ, Lebanon; Middle East Univ, Jordan; Appl Sci Private Univ, Jordan; Univ Sains Malaysia, Malaysia; Sunway Univ Malaysia, Malaysia (författare)

Recently, optimization problems have been revised in many domains, and they need powerful search methods to address them. In this paper, a novel hybrid optimization algorithm is proposed to solve various benchmark functions, which is called IPDOA. The proposed method is based on enhancing the search process of the Prairie Dog Optimization Algorithm (PDOA) by using the primary updating mechanism of the Dwarf Mongoose Optimization Algorithm (DMOA). The main aim of the proposed IPDOA is to avoid the main weaknesses of the original methods; these weaknesses are poor convergence ability, the imbalance between the search process, and premature convergence. Experiments are conducted on 23 standard benchmark functions, and the results are compared with similar methods from the literature. The results are recorded in terms of the best, worst, and average fitness function, showing that the proposed method is more vital to deal with various problems than other methods.

Oliva, DiegoUniv Guadalajara, Mexico (författare)
Jia, HemingSanming Univ, Peoples R China (författare)
Gul, FaizaAir Univ, Pakistan (författare)
Khodadadi, NimaFlorida Int Univ, FL USA (författare)
Hussien, AbdelazimLinköpings universitet,Programvara och system,Tekniska fakulteten,Fayoum Univ, Egypt(Swepub:liu)abdhu99 (författare)
Al Shinwan, MohammadAppl Sci Private Univ, Jordan (författare)
Ezugwu, Absalom E.North West Univ, South Africa (författare)
Abuhaija, BelalWenzhou Kean Univ, Peoples R China (författare)
Abu Zitar, RaedSorbonne Univ Abu Dhabi, U Arab Emirates (författare)
Al al Bayt Univ, Jordan; Al Ahliyya Amman Univ, Jordan; Lebanese Amer Univ, Lebanon; Middle East Univ, Jordan; Appl Sci Private Univ, Jordan; Univ Sains Malaysia, Malaysia; Sunway Univ Malaysia, MalaysiaUniv Guadalajara, Mexico (creator_code:org_t)

Ingår i:Multimedia tools and applications: SPRINGER83:11, s. 32613-326531380-75011573-7721

Av författaren/redakt...: Abualigah, Laith; Oliva, Diego; Jia, Heming; Gul, Faiza; Khodadadi, Nima; Hussien, Abdelaz ...; visa fler...; Al Shinwan, Moha ...; Ezugwu, Absalom ...; Abuhaija, Belal; Abu Zitar, Raed; visa färre...

Om ämnet

TEKNIK OCH TEKNOLOGIER: TEKNIK OCH TEKNO ...; och Elektroteknik oc ...; och Signalbehandling

Kungliga biblioteket hanterar dina personuppgifter i enlighet med EU:s dataskyddsförordning (2018), GDPR. Läs mer om hur det funkar här.
Så här hanterar KB dina uppgifter vid användning av denna tjänst.