New network interface selection based on MADM and multi-objective whale optimization algorithm in heterogeneous wireless networks
Multi-attribute decision-making (MADM) approaches are commonly used to model and solve the network interface selection problem in heterogeneous wireless networks. Despite their importance and advantages to deal with this issue, they suffer from the rank reversal problem (RRP) and the selection of th...
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| Veröffentlicht in: | The Journal of supercomputing Jg. 79; H. 4; S. 3580 - 3615 |
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| Sprache: | Englisch |
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01.03.2023
Springer Nature B.V |
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| ISSN: | 0920-8542, 1573-0484 |
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| Abstract | Multi-attribute decision-making (MADM) approaches are commonly used to model and solve the network interface selection problem in heterogeneous wireless networks. Despite their importance and advantages to deal with this issue, they suffer from the rank reversal problem (RRP) and the selection of the highest-ranking score network without considering the user’s/service requirements. In this paper, a novel method is introduced to solve the MADM limitations. Besides, the weights assignment technique is modelled as a multi-objective problem. Then, an extended version of the Whale Optimization Algorithm is applied to obtain the suitable weights of the decision criteria. The obtained results showed that applying the developed technique with MADM approaches reduces (sometimes avoids completely) the RRP by an average up to 94%, compared to Analytical Hierarchy Process. It also allows meeting the user’s/service requirements by optimizing data rate and packet loss, for streaming services, by an average up to 14.3 (kbps) and
20
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| AbstractList | Multi-attribute decision-making (MADM) approaches are commonly used to model and solve the network interface selection problem in heterogeneous wireless networks. Despite their importance and advantages to deal with this issue, they suffer from the rank reversal problem (RRP) and the selection of the highest-ranking score network without considering the user’s/service requirements. In this paper, a novel method is introduced to solve the MADM limitations. Besides, the weights assignment technique is modelled as a multi-objective problem. Then, an extended version of the Whale Optimization Algorithm is applied to obtain the suitable weights of the decision criteria. The obtained results showed that applying the developed technique with MADM approaches reduces (sometimes avoids completely) the RRP by an average up to 94%, compared to Analytical Hierarchy Process. It also allows meeting the user’s/service requirements by optimizing data rate and packet loss, for streaming services, by an average up to 14.3 (kbps) and 20×106(ms), respectively. Multi-attribute decision-making (MADM) approaches are commonly used to model and solve the network interface selection problem in heterogeneous wireless networks. Despite their importance and advantages to deal with this issue, they suffer from the rank reversal problem (RRP) and the selection of the highest-ranking score network without considering the user’s/service requirements. In this paper, a novel method is introduced to solve the MADM limitations. Besides, the weights assignment technique is modelled as a multi-objective problem. Then, an extended version of the Whale Optimization Algorithm is applied to obtain the suitable weights of the decision criteria. The obtained results showed that applying the developed technique with MADM approaches reduces (sometimes avoids completely) the RRP by an average up to 94%, compared to Analytical Hierarchy Process. It also allows meeting the user’s/service requirements by optimizing data rate and packet loss, for streaming services, by an average up to 14.3 (kbps) and 20 × 10 6 (ms) , respectively. |
| Author | Idoudi, Hanen Mefgouda, Brahim |
| Author_xml | – sequence: 1 givenname: Brahim orcidid: 0000-0002-3127-734X surname: Mefgouda fullname: Mefgouda, Brahim email: brahim.mefgouda@ensi-uma.tn organization: National School of Computer Science, University of Manouba – sequence: 2 givenname: Hanen surname: Idoudi fullname: Idoudi, Hanen organization: National School of Computer Science, University of Manouba |
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| CitedBy_id | crossref_primary_10_1007_s13369_024_09248_3 crossref_primary_10_1109_ACCESS_2025_3597791 crossref_primary_10_1007_s44443_025_00184_2 crossref_primary_10_1109_ACCESS_2025_3528099 crossref_primary_10_1109_TCE_2024_3385828 crossref_primary_10_3390_electronics14071382 |
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| Keywords | Heterogeneous wireless networks Rank reversal problem Network interface selection Whale optimization algorithm Quality of service Multi-attribute decision making |
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