AMHS: Archive-Based Multi-objective Harmony Search Algorithm

Nima Khodadadi; Farhad Soleimanian Gharehchopogh; Benyamın Abdollahzadeh; Seyedali Mirjalili

doi:10.1007/978-981-19-2948-9_25

AMHS: Archive-Based Multi-objective Harmony Search Algorithm

Nima Khodadadi
, Farhad Soleimanian Gharehchopogh
, Benyamın Abdollahzadeh
, Seyedali Mirjalili

Centre for Artificial Intelligence Research and Optimisation (AIRO)

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

3 Citations (Scopus)

Abstract

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.

Original language	English
Title of host publication	Lecture Notes on Data Engineering and Communications Technologies
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	259-269
Number of pages	11
DOIs	https://doi.org/10.1007/978-981-19-2948-9_25
Publication status	Published - 2022

Publication series

Name	Lecture Notes on Data Engineering and Communications Technologies
Volume	140
ISSN (Print)	2367-4512
ISSN (Electronic)	2367-4520

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being
SDG 7 Affordable and Clean Energy
SDG 9 Industry, Innovation, and Infrastructure
SDG 11 Sustainable Cities and Communities
SDG 12 Responsible Consumption and Production
SDG 13 Climate Action
SDG 17 Partnerships for the Goals

Keywords

Harmony search
Multi-objective harmony search
Real-engineering problems

Access to Document

10.1007/978-981-19-2948-9_25

Cite this

Khodadadi, N., Gharehchopogh, F. S., Abdollahzadeh, B., & Mirjalili, S. (2022). AMHS: Archive-Based Multi-objective Harmony Search Algorithm. In Lecture Notes on Data Engineering and Communications Technologies (pp. 259-269). (Lecture Notes on Data Engineering and Communications Technologies; Vol. 140). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-981-19-2948-9_25

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title = "AMHS: Archive-Based Multi-objective Harmony Search Algorithm",

abstract = "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.",

keywords = "Harmony search, Multi-objective harmony search, Real-engineering problems",

author = "Nima Khodadadi and Gharehchopogh, \{Farhad Soleimanian\} and Benyamın Abdollahzadeh and Seyedali Mirjalili",

note = "Publisher Copyright: {\textcopyright} 2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.",

year = "2022",

doi = "10.1007/978-981-19-2948-9\_25",

language = "English",

series = "Lecture Notes on Data Engineering and Communications Technologies",

publisher = "Springer Science and Business Media Deutschland GmbH",

pages = "259--269",

booktitle = "Lecture Notes on Data Engineering and Communications Technologies",

}

Khodadadi, N, Gharehchopogh, FS, Abdollahzadeh, B & Mirjalili, S 2022, AMHS: Archive-Based Multi-objective Harmony Search Algorithm. in Lecture Notes on Data Engineering and Communications Technologies. Lecture Notes on Data Engineering and Communications Technologies, vol. 140, Springer Science and Business Media Deutschland GmbH, pp. 259-269. https://doi.org/10.1007/978-981-19-2948-9_25

AMHS: Archive-Based Multi-objective Harmony Search Algorithm. / Khodadadi, Nima; Gharehchopogh, Farhad Soleimanian; Abdollahzadeh, Benyamın et al.
Lecture Notes on Data Engineering and Communications Technologies. Springer Science and Business Media Deutschland GmbH, 2022. p. 259-269 (Lecture Notes on Data Engineering and Communications Technologies; Vol. 140).

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

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

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 - https://www.scopus.com/pages/publications/85137602520

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 -

AMHS: Archive-Based Multi-objective Harmony Search Algorithm

Abstract

Publication series

UN SDGs

Keywords

Access to Document

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