TY - CHAP
T1 - AMHS
T2 - Archive-Based Multi-objective Harmony Search Algorithm
AU - Khodadadi, Nima
AU - Gharehchopogh, Farhad Soleimanian
AU - Abdollahzadeh, Benyamın
AU - Mirjalili, Seyedali
N1 - Publisher Copyright:
© 2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.
PY - 2022
Y1 - 2022
N2 - Meta-heuristics have been widely used in both science and industry as reliable alternatives to conventional optimization algorithms to solve challenging, real-world problems. Despite being general-purpose and having a black-box nature, they require changes to solve multi-objective optimization problems. This paper proposes a multi-objective version of harmony search based on the archive. Archive, grid, and leader selection mechanisms are applied in multi-objectives of HS. Five real-engineering problems are evaluated with the results of three indexes. Based on the results, the AMHS is capable of providing acceptable results than other alternatives.
AB - Meta-heuristics have been widely used in both science and industry as reliable alternatives to conventional optimization algorithms to solve challenging, real-world problems. Despite being general-purpose and having a black-box nature, they require changes to solve multi-objective optimization problems. This paper proposes a multi-objective version of harmony search based on the archive. Archive, grid, and leader selection mechanisms are applied in multi-objectives of HS. Five real-engineering problems are evaluated with the results of three indexes. Based on the results, the AMHS is capable of providing acceptable results than other alternatives.
KW - Harmony search
KW - Multi-objective harmony search
KW - Real-engineering problems
UR - http://www.scopus.com/inward/record.url?scp=85137602520&partnerID=8YFLogxK
U2 - 10.1007/978-981-19-2948-9_25
DO - 10.1007/978-981-19-2948-9_25
M3 - Chapter
AN - SCOPUS:85137602520
T3 - Lecture Notes on Data Engineering and Communications Technologies
SP - 259
EP - 269
BT - Lecture Notes on Data Engineering and Communications Technologies
PB - Springer Science and Business Media Deutschland GmbH
ER -