A Multi-Objective Integer Melody Search Algorithm
There are a number of algorithms for the solution of continuous optimization problems. However, many practical design optimization problems use integer design variables instead of continuous. These types of problems cannot be handled by using continuous design variables-based algorithms. In this pap...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
Taylor & Francis Group
2019-02-01
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| Series: | Applied Artificial Intelligence |
| Online Access: | http://dx.doi.org/10.1080/08839514.2018.1556419 |
| _version_ | 1797684875784880128 |
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| author | Jawad Shafique Ayaz Ahmad Shahid Ali Murtza |
| author_facet | Jawad Shafique Ayaz Ahmad Shahid Ali Murtza |
| author_sort | Jawad Shafique |
| collection | DOAJ |
| description | There are a number of algorithms for the solution of continuous optimization problems. However, many practical design optimization problems use integer design variables instead of continuous. These types of problems cannot be handled by using continuous design variables-based algorithms. In this paper, we present a multi-objective integer melody search optimization algorithm (MO-IMS) for solving multi-objective integer optimization problems, which take design variables as integers. The proposed algorithm is a modified version of single-objective melody search (MS) algorithm, which is an innovative optimization algorithm, inspired by basic concepts applied in harmony search (HS) algorithm. Results show that MO-IMS has better performance in solving multi-objective integer problems than the existing multi-objective integer harmony search algorithm (MO-IHS). Performance of proposed algorithm is evaluated by using various performance metrics on test functions. The simulation results show that the proposed MO-IMS can be a better technique for solving multi-objective problems having integer decision variables. |
| first_indexed | 2024-03-12T00:36:05Z |
| format | Article |
| id | doaj.art-563609e8c4ce41e7be6c6bf3755572b9 |
| institution | Directory Open Access Journal |
| issn | 0883-9514 1087-6545 |
| language | English |
| last_indexed | 2024-03-12T00:36:05Z |
| publishDate | 2019-02-01 |
| publisher | Taylor & Francis Group |
| record_format | Article |
| series | Applied Artificial Intelligence |
| spelling | doaj.art-563609e8c4ce41e7be6c6bf3755572b92023-09-15T09:33:57ZengTaylor & Francis GroupApplied Artificial Intelligence0883-95141087-65452019-02-0133320822810.1080/08839514.2018.15564191556419A Multi-Objective Integer Melody Search AlgorithmJawad Shafique0Ayaz Ahmad1Shahid Ali Murtza2UETCOMSATS University Isamabad - Wah CampusNational University of Sciences and TechnologyThere are a number of algorithms for the solution of continuous optimization problems. However, many practical design optimization problems use integer design variables instead of continuous. These types of problems cannot be handled by using continuous design variables-based algorithms. In this paper, we present a multi-objective integer melody search optimization algorithm (MO-IMS) for solving multi-objective integer optimization problems, which take design variables as integers. The proposed algorithm is a modified version of single-objective melody search (MS) algorithm, which is an innovative optimization algorithm, inspired by basic concepts applied in harmony search (HS) algorithm. Results show that MO-IMS has better performance in solving multi-objective integer problems than the existing multi-objective integer harmony search algorithm (MO-IHS). Performance of proposed algorithm is evaluated by using various performance metrics on test functions. The simulation results show that the proposed MO-IMS can be a better technique for solving multi-objective problems having integer decision variables.http://dx.doi.org/10.1080/08839514.2018.1556419 |
| spellingShingle | Jawad Shafique Ayaz Ahmad Shahid Ali Murtza A Multi-Objective Integer Melody Search Algorithm Applied Artificial Intelligence |
| title | A Multi-Objective Integer Melody Search Algorithm |
| title_full | A Multi-Objective Integer Melody Search Algorithm |
| title_fullStr | A Multi-Objective Integer Melody Search Algorithm |
| title_full_unstemmed | A Multi-Objective Integer Melody Search Algorithm |
| title_short | A Multi-Objective Integer Melody Search Algorithm |
| title_sort | multi objective integer melody search algorithm |
| url | http://dx.doi.org/10.1080/08839514.2018.1556419 |
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