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https://ptsldigital.ukm.my/jspui/handle/123456789/578523
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DC Field | Value | Language |
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dc.contributor.author | Wu Diyi (UKM) | |
dc.contributor.author | Zulaiha Ali Othman (UKM) | |
dc.contributor.author | Suhaila Zainudin (UKM) | |
dc.contributor.author | Ayman Srour (UKM) | |
dc.date.accessioned | 2023-11-06T03:03:05Z | - |
dc.date.available | 2023-11-06T03:03:05Z | - |
dc.date.issued | 2017-06 | |
dc.identifier.issn | 0128-7680 | |
dc.identifier.other | ukmvital:115994 | |
dc.identifier.uri | https://ptsldigital.ukm.my/jspui/handle/123456789/578523 | - |
dc.description | The water flow-like algorithm (WFA) is a relatively new metaheuristic algorithm, which has shown good solution for the Travelling Salesman Problem (TSP) and is comparable to state of the art results. The basic WFA for TSP uses a 2-opt searching method to decide a water flow splitting decision. Previous algorithms, such as the Ant Colony System for the TSP, has shown that using k-opt (k>2) improves the solution, but increases its complexity exponentially. Therefore, this paper aims to present the performance of the WFA-TSP using 3-opt and 4-opt, respectively, compare them with the basic WFA-TSP using 2-opt and the state of the art algorithms. The algorithms are evaluated using 16 benchmarks TSP datasets. The experimental results show that the proposed WFA-TSP-4opt outperforms in solution quality compare with others, due to its capacity of more exploration and less convergence. | |
dc.language.iso | en | |
dc.publisher | Universiti Putra Malaysia Press | |
dc.relation.haspart | Pertanika Journals | |
dc.relation.uri | http://www.pertanika.upm.edu.my/regular_issues.php?jtype=2&journal=JST-25-S-6 | |
dc.rights | UKM | |
dc.subject | Combinatorial optimization | |
dc.subject | Nature-inspired metaheuristics | |
dc.subject | Traveling Salesman Problem | |
dc.subject | Water flow-liked algorithm | |
dc.title | Water flow-like algorithm improvement using k-opt local search | |
dc.type | Journal Article | |
dc.format.volume | 25 | |
dc.format.pages | 199-210 | |
dc.format.issue | Special Issue | |
Appears in Collections: | Journal Content Pages/ Kandungan Halaman Jurnal |
Files in This Item:
File | Description | Size | Format | |
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ukmvital_115994+Source01+Source010.PDF | 928.5 kB | Adobe PDF | View/Open |
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