A hybrid ACO/PSO based algorithm for QoS multicast routing problem
Many Internet multicast applications such as videoconferencing, distance education, and online simulation require to send information from a source to some selected destinations. These applications have stringent Quality-of-Service (QoS) requirements that include delay, loss rate, bandwidth, and del...
Saved in:
| Published in | Ain Shams Engineering Journal Vol. 5; no. 1; pp. 113 - 120 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier B.V
01.03.2014
Elsevier |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2090-4479 2090-4495 2090-4495 |
| DOI | 10.1016/j.asej.2013.07.005 |
Cover
| Abstract | Many Internet multicast applications such as videoconferencing, distance education, and online simulation require to send information from a source to some selected destinations. These applications have stringent Quality-of-Service (QoS) requirements that include delay, loss rate, bandwidth, and delay jitter. This leads to the problem of routing multicast traffic satisfying QoS requirements. The above mentioned problem is known as the QoS constrained multicast routing problem and is NP Complete. In this paper, we present a swarming agent based intelligent algorithm using a hybrid Ant Colony Optimization (ACO)/Particle Swarm Optimization (PSO) technique to optimize the multicast tree. The algorithm starts with generating a large amount of mobile agents in the search space. The ACO algorithm guides the agents’ movement by pheromones in the shared environment locally, and the global maximum of the attribute values are obtained through the random interaction between the agents using PSO algorithm. The performance of the proposed algorithm is evaluated through simulation. The simulation results reveal that our algorithm performs better than the existing algorithms. |
|---|---|
| AbstractList | Many Internet multicast applications such as videoconferencing, distance education, and online simulation require to send information from a source to some selected destinations. These applications have stringent Quality-of-Service (QoS) requirements that include delay, loss rate, bandwidth, and delay jitter. This leads to the problem of routing multicast traffic satisfying QoS requirements. The above mentioned problem is known as the QoS constrained multicast routing problem and is NP Complete. In this paper, we present a swarming agent based intelligent algorithm using a hybrid Ant Colony Optimization (ACO)/Particle Swarm Optimization (PSO) technique to optimize the multicast tree. The algorithm starts with generating a large amount of mobile agents in the search space. The ACO algorithm guides the agents’ movement by pheromones in the shared environment locally, and the global maximum of the attribute values are obtained through the random interaction between the agents using PSO algorithm. The performance of the proposed algorithm is evaluated through simulation. The simulation results reveal that our algorithm performs better than the existing algorithms. |
| Author | Patel, Manoj Kumar Kabat, Manas Ranjan Tripathy, Chita Ranjan |
| Author_xml | – sequence: 1 givenname: Manoj Kumar surname: Patel fullname: Patel, Manoj Kumar email: patel.mkp@gmail.com – sequence: 2 givenname: Manas Ranjan surname: Kabat fullname: Kabat, Manas Ranjan email: manas_kabat@yahoo.com – sequence: 3 givenname: Chita Ranjan surname: Tripathy fullname: Tripathy, Chita Ranjan email: crt.vssut@yahoo.com |
| BookMark | eNqNkE1rGzEQhkVJoambP9CT_oA30upjtdCLa_oRCLgl7VmMpJEjs14Zrdzif591XXLoIfQ0LwPPy8zzllyNeURC3nPWcMb17a6BCXdNy7hoWNcwpl6R65b1bCllr66ec9e_ITfTlBybc2uUUdfk44o-nlxJga7Wm9tvDxvq5rJAYdjmkurjnsZc6Pf8QPfHoSYPU6UlH2sat_RQshtw_468jjBMePN3LsjPz59-rL8u7zdf7tar-6WXnNUlKBEw9NJoHXl0pvOSBdCdabVHkAa0NwIxciNl1Eqhi0ZjzyF4pUIAsSB3l96QYWcPJe2hnGyGZP8sctlaKPOJA1oXQ48Qom-NloI5B0IYyTqtohBhXi2IuHQdxwOcfsMwPBdyZs9W7c6erdqzVcs6O1udqfZC-ZKnqWD8P8j8A_lUoaY81gJpeBn9cEFx1vorYbGTTzh6DKmgr_Pf6SX8Cd9epVs |
| CitedBy_id | crossref_primary_10_1108_EC_10_2014_0205 crossref_primary_10_1016_j_asoc_2016_01_054 crossref_primary_10_1109_TGCN_2019_2891752 crossref_primary_10_1007_s11277_018_5976_y crossref_primary_10_1142_S0217984920502036 crossref_primary_10_1016_j_renene_2018_05_093 crossref_primary_10_1049_joe_2017_0090 crossref_primary_10_1002_cpe_4970 crossref_primary_10_1007_s13369_018_3090_9 crossref_primary_10_1007_s11277_021_09174_9 crossref_primary_10_1016_j_asoc_2015_04_020 crossref_primary_10_2139_ssrn_3131663 crossref_primary_10_1142_S1793962318500368 crossref_primary_10_4018_IJAMC_2019040102 crossref_primary_10_4028_www_scientific_net_AMM_635_637_1734 crossref_primary_10_1155_2021_4924708 crossref_primary_10_1007_s10462_020_09868_9 crossref_primary_10_1109_ACCESS_2021_3072199 crossref_primary_10_1007_s11042_014_2405_4 crossref_primary_10_1016_j_matpr_2021_01_874 crossref_primary_10_1007_s10489_017_1127_5 crossref_primary_10_1016_j_asej_2021_101682 |
| Cites_doi | 10.1109/49.12889 10.1016/S0140-3664(03)00185-3 10.1007/11875581_112 10.1002/net.3230010203 10.1613/jair.530 10.1007/11903697_34 10.1007/s11235-007-9031-7 10.1016/j.comcom.2009.07.015 10.1109/HICSS.1998.649179 10.1109/TVT.2006.873835 10.1016/j.comnet.2010.05.006 10.1109/ICCA.2007.4376782 10.1109/ICNN.1995.488968 10.1016/j.eswa.2011.03.065 10.1016/j.eswa.2009.01.020 10.1109/WICOM.2007.487 10.1109/CIBCB.2006.331010 10.1109/TSMCA.2003.817391 10.1016/j.eswa.2009.06.043 |
| ContentType | Journal Article |
| Copyright | 2013 |
| Copyright_xml | – notice: 2013 |
| DBID | 6I. AAFTH AAYXX CITATION ADTOC UNPAY DOA |
| DOI | 10.1016/j.asej.2013.07.005 |
| DatabaseName | ScienceDirect Open Access Titles Elsevier:ScienceDirect:Open Access CrossRef Unpaywall for CDI: Periodical Content Unpaywall DOAJ Directory of Open Access Journals - NZ |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: UNPAY name: Unpaywall url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/ sourceTypes: Open Access Repository |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 2090-4495 |
| EndPage | 120 |
| ExternalDocumentID | oai_doaj_org_article_bfd9eadfc286430bba33840765f33d64 10.1016/j.asej.2013.07.005 10_1016_j_asej_2013_07_005 S2090447913000695 |
| GroupedDBID | 6I. AAFTH ALMA_UNASSIGNED_HOLDINGS M~E AAYXX CITATION --K 0R~ 4.4 457 5VS AAEDT AAEDW AAIKJ AALRI AAXUO AAYWO ABMAC ACGFS ACVFH ADBBV ADCNI ADEZE ADTOC ADVLN AEUPX AEXQZ AFJKZ AFPUW AFTJW AGHFR AIGII AITUG AKBMS AKRWK AKYEP AMRAJ APXCP BCNDV E3Z EBS EJD FDB GROUPED_DOAJ HZ~ IPNFZ IXB KQ8 M41 O-L O9- OK1 RIG ROL SES SSZ UNPAY XH2 |
| ID | FETCH-LOGICAL-c410t-a53ded94866f1fb87c40da67826cea48a6c83eef1844f655ebf86e91adc55dda3 |
| IEDL.DBID | DOA |
| ISSN | 2090-4479 2090-4495 |
| IngestDate | Fri Oct 03 12:48:06 EDT 2025 Tue Aug 19 19:54:54 EDT 2025 Tue Jul 01 04:50:00 EDT 2025 Thu Apr 24 23:02:38 EDT 2025 Thu Jul 20 20:05:33 EDT 2023 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 1 |
| Keywords | Multicast Swarm agent QoS routing ACO PSO |
| Language | English |
| License | http://creativecommons.org/licenses/by-nc-nd/3.0 https://www.elsevier.com/tdm/userlicense/1.0 cc-by-nc-nd |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c410t-a53ded94866f1fb87c40da67826cea48a6c83eef1844f655ebf86e91adc55dda3 |
| OpenAccessLink | https://doaj.org/article/bfd9eadfc286430bba33840765f33d64 |
| PageCount | 8 |
| ParticipantIDs | doaj_primary_oai_doaj_org_article_bfd9eadfc286430bba33840765f33d64 unpaywall_primary_10_1016_j_asej_2013_07_005 crossref_primary_10_1016_j_asej_2013_07_005 crossref_citationtrail_10_1016_j_asej_2013_07_005 elsevier_sciencedirect_doi_10_1016_j_asej_2013_07_005 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2014-03-01 |
| PublicationDateYYYYMMDD | 2014-03-01 |
| PublicationDate_xml | – month: 03 year: 2014 text: 2014-03-01 day: 01 |
| PublicationDecade | 2010 |
| PublicationTitle | Ain Shams Engineering Journal |
| PublicationYear | 2014 |
| Publisher | Elsevier B.V Elsevier |
| Publisher_xml | – name: Elsevier B.V – name: Elsevier |
| References | Haghighat, Faez, Dehghan, Mowlaei, Ghahremani (b0055) 2004; 27 Wang, Xu, Yi, Shi (b0040) 2011; 38 Li C, Cao C, Li Y, Yu Y. Hybrid of genetic algorithm and particle swarm optimization for multicast QoS routing. In: IEEE international conference controls automation; 2007. p. 2355–9. Dorigo, Di Caro (b0020) 1999 Wang, Meng, Zhang, Li (b0095) 2009; 33 Mullen, Monekosso, Barman, Remagnino (b0035) 2009; 36 Zhou, Cao, Li, Huang (b0060) 2010; 37 Ghaboosi, Haghighat (b0090) 2007; 34 Kennedy J, Eberhart RC. Particle swarm optimization. In: IEEE International Conference on Neural Network, Perth, Australia; 1995. p. 1942–8. Zheng, Tian, Dou (b0050) 2003; 26 Gong B, Li L, Wang X. Multicast routing based on ant algorithm with multiple constraints; 2007. Wang, Meng, Li, Xu (b0085) 2010; 54 Brueckner, Parunak (b0100) 2005; 3374 Hakimi (b0005) 1971; 1 Sim, Sun (b0025) 2003; 33 Di Caro, Dorigo (b0015) 1998; 9 Sun, Liu, Xu (b0075) 2006; 4247 Liu, Sun, Xu (b0070) 2006; 4224 Waxman (b0110) 1988; 6 Meng Y. A swarm intelligence based algorithm for proteomic pattern detection of ovarian cancer. In: IEEE symposium on computational intelligence in bioinformatics and computational biology; 2006. p. 1–7. Di Caro G, Dorigo M. AntNet: a mobile agents for adaptive routing. In: Proceedings of the 31st Hawaii international conference on systems; 1998. p. 74–83. Cheng, Cao, Wang (b0030) 2006; 55 Hakimi (10.1016/j.asej.2013.07.005_b0005) 1971; 1 Sun (10.1016/j.asej.2013.07.005_b0075) 2006; 4247 Cheng (10.1016/j.asej.2013.07.005_b0030) 2006; 55 Brueckner (10.1016/j.asej.2013.07.005_b0100) 2005; 3374 Ghaboosi (10.1016/j.asej.2013.07.005_b0090) 2007; 34 Zheng (10.1016/j.asej.2013.07.005_b0050) 2003; 26 Di Caro (10.1016/j.asej.2013.07.005_b0015) 1998; 9 Wang (10.1016/j.asej.2013.07.005_b0040) 2011; 38 Waxman (10.1016/j.asej.2013.07.005_b0110) 1988; 6 10.1016/j.asej.2013.07.005_b0105 Dorigo (10.1016/j.asej.2013.07.005_b0020) 1999 Mullen (10.1016/j.asej.2013.07.005_b0035) 2009; 36 Zhou (10.1016/j.asej.2013.07.005_b0060) 2010; 37 10.1016/j.asej.2013.07.005_b0045 Haghighat (10.1016/j.asej.2013.07.005_b0055) 2004; 27 10.1016/j.asej.2013.07.005_b0010 Sim (10.1016/j.asej.2013.07.005_b0025) 2003; 33 10.1016/j.asej.2013.07.005_b0065 Wang (10.1016/j.asej.2013.07.005_b0085) 2010; 54 Liu (10.1016/j.asej.2013.07.005_b0070) 2006; 4224 Wang (10.1016/j.asej.2013.07.005_b0095) 2009; 33 10.1016/j.asej.2013.07.005_b0080 |
| References_xml | – reference: Li C, Cao C, Li Y, Yu Y. Hybrid of genetic algorithm and particle swarm optimization for multicast QoS routing. In: IEEE international conference controls automation; 2007. p. 2355–9. – volume: 54 start-page: 2775 year: 2010 end-page: 2786 ident: b0085 article-title: A tree-based particle swarm optimization for multicast routing publication-title: Comput Netw – reference: Meng Y. A swarm intelligence based algorithm for proteomic pattern detection of ovarian cancer. In: IEEE symposium on computational intelligence in bioinformatics and computational biology; 2006. p. 1–7. – volume: 37 start-page: 1684 year: 2010 end-page: 1695 ident: b0060 article-title: A genetic algorithm based on extended sequence and topology encoding for the multicast protocol in two-tiered WSN publication-title: Exp Syst Appl – volume: 4247 start-page: 261 year: 2006 end-page: 268 ident: b0075 article-title: QPSO-based QoS multicast routing algorithm publication-title: Lect Notes Comput Sci – volume: 27 start-page: 111 year: 2004 end-page: 127 ident: b0055 article-title: GA based heuristic algorithms for bandwidth-delay-constrained least-cost multicast routing publication-title: Comput Commun – volume: 4224 start-page: 936 year: 2006 end-page: 943 ident: b0070 article-title: QoS multicast routing based on particle swarm optimization publication-title: Lect Notes Comput Sci – volume: 3374 start-page: 232 year: 2005 end-page: 245 ident: b0100 article-title: Swarming agents for distributed pattern detection and classification publication-title: Lect Notes Artific Intell – volume: 33 start-page: 560 year: 2003 end-page: 572 ident: b0025 article-title: Ant colony optimization for routing and load balancing: survey and new directions publication-title: IEEE Trans Syst, Man, Cybernet – volume: 34 start-page: 147 year: 2007 end-page: 166 ident: b0090 article-title: Tabu search based algorithms for bandwidth delay-constrained least-cost multicast routing publication-title: Telecommun Syst – volume: 33 start-page: 35 year: 2009 end-page: 42 ident: b0095 article-title: Tabu search algorithm for RP selection in PIM-SM multicast routing publication-title: Elsevier Comput Commun – volume: 6 start-page: 1617 year: 1988 end-page: 1622 ident: b0110 article-title: Routing of multipoint connections publication-title: IEEE J Select Areas Commun – reference: Di Caro G, Dorigo M. AntNet: a mobile agents for adaptive routing. In: Proceedings of the 31st Hawaii international conference on systems; 1998. p. 74–83. – volume: 38 start-page: 11787 year: 2011 end-page: 11795 ident: b0040 article-title: A tree-growth based ant colony algorithm for QoS multicast routing problem publication-title: Exp Syst Appl – volume: 36 start-page: 9608 year: 2009 end-page: 9617 ident: b0035 article-title: A review of ant algorithms publication-title: Exp Syst Appl – volume: 55 start-page: 831 year: 2006 end-page: 838 ident: b0030 article-title: A heuristic multicast algorithm to support QoS group communications in heterogeneous network publication-title: IEEE Trans Vehicul Technol – reference: Kennedy J, Eberhart RC. Particle swarm optimization. In: IEEE International Conference on Neural Network, Perth, Australia; 1995. p. 1942–8. – year: 1999 ident: b0020 article-title: The ant colony optimization meta-heuristic, new ideas in optimization – reference: Gong B, Li L, Wang X. Multicast routing based on ant algorithm with multiple constraints; 2007. – volume: 26 start-page: 746 year: 2003 end-page: 752 ident: b0050 article-title: Vector constraint multicast routing based on GA publication-title: Chin J Comput – volume: 1 start-page: 113 year: 1971 end-page: 133 ident: b0005 article-title: Steiner problem in graphs and its implementation publication-title: Networks – volume: 9 start-page: 317 year: 1998 end-page: 365 ident: b0015 article-title: AntNet: distributed stigmergetic control for communications networks publication-title: J Artific Intell Res – volume: 3374 start-page: 232 year: 2005 ident: 10.1016/j.asej.2013.07.005_b0100 article-title: Swarming agents for distributed pattern detection and classification publication-title: Lect Notes Artific Intell – volume: 6 start-page: 1617 issue: 9 year: 1988 ident: 10.1016/j.asej.2013.07.005_b0110 article-title: Routing of multipoint connections publication-title: IEEE J Select Areas Commun doi: 10.1109/49.12889 – volume: 27 start-page: 111 issue: 1 year: 2004 ident: 10.1016/j.asej.2013.07.005_b0055 article-title: GA based heuristic algorithms for bandwidth-delay-constrained least-cost multicast routing publication-title: Comput Commun doi: 10.1016/S0140-3664(03)00185-3 – volume: 4224 start-page: 936 year: 2006 ident: 10.1016/j.asej.2013.07.005_b0070 article-title: QoS multicast routing based on particle swarm optimization publication-title: Lect Notes Comput Sci doi: 10.1007/11875581_112 – volume: 1 start-page: 113 year: 1971 ident: 10.1016/j.asej.2013.07.005_b0005 article-title: Steiner problem in graphs and its implementation publication-title: Networks doi: 10.1002/net.3230010203 – volume: 9 start-page: 317 year: 1998 ident: 10.1016/j.asej.2013.07.005_b0015 article-title: AntNet: distributed stigmergetic control for communications networks publication-title: J Artific Intell Res doi: 10.1613/jair.530 – volume: 4247 start-page: 261 year: 2006 ident: 10.1016/j.asej.2013.07.005_b0075 article-title: QPSO-based QoS multicast routing algorithm publication-title: Lect Notes Comput Sci doi: 10.1007/11903697_34 – volume: 34 start-page: 147 issue: 3 year: 2007 ident: 10.1016/j.asej.2013.07.005_b0090 article-title: Tabu search based algorithms for bandwidth delay-constrained least-cost multicast routing publication-title: Telecommun Syst doi: 10.1007/s11235-007-9031-7 – volume: 33 start-page: 35 year: 2009 ident: 10.1016/j.asej.2013.07.005_b0095 article-title: Tabu search algorithm for RP selection in PIM-SM multicast routing publication-title: Elsevier Comput Commun doi: 10.1016/j.comcom.2009.07.015 – ident: 10.1016/j.asej.2013.07.005_b0010 doi: 10.1109/HICSS.1998.649179 – volume: 55 start-page: 831 issue: 3 year: 2006 ident: 10.1016/j.asej.2013.07.005_b0030 article-title: A heuristic multicast algorithm to support QoS group communications in heterogeneous network publication-title: IEEE Trans Vehicul Technol doi: 10.1109/TVT.2006.873835 – volume: 54 start-page: 2775 year: 2010 ident: 10.1016/j.asej.2013.07.005_b0085 article-title: A tree-based particle swarm optimization for multicast routing publication-title: Comput Netw doi: 10.1016/j.comnet.2010.05.006 – ident: 10.1016/j.asej.2013.07.005_b0080 doi: 10.1109/ICCA.2007.4376782 – year: 1999 ident: 10.1016/j.asej.2013.07.005_b0020 – ident: 10.1016/j.asej.2013.07.005_b0065 doi: 10.1109/ICNN.1995.488968 – volume: 38 start-page: 11787 year: 2011 ident: 10.1016/j.asej.2013.07.005_b0040 article-title: A tree-growth based ant colony algorithm for QoS multicast routing problem publication-title: Exp Syst Appl doi: 10.1016/j.eswa.2011.03.065 – volume: 36 start-page: 9608 issue: 6 year: 2009 ident: 10.1016/j.asej.2013.07.005_b0035 article-title: A review of ant algorithms publication-title: Exp Syst Appl doi: 10.1016/j.eswa.2009.01.020 – ident: 10.1016/j.asej.2013.07.005_b0045 doi: 10.1109/WICOM.2007.487 – ident: 10.1016/j.asej.2013.07.005_b0105 doi: 10.1109/CIBCB.2006.331010 – volume: 33 start-page: 560 year: 2003 ident: 10.1016/j.asej.2013.07.005_b0025 article-title: Ant colony optimization for routing and load balancing: survey and new directions publication-title: IEEE Trans Syst, Man, Cybernet doi: 10.1109/TSMCA.2003.817391 – volume: 37 start-page: 1684 issue: 2 year: 2010 ident: 10.1016/j.asej.2013.07.005_b0060 article-title: A genetic algorithm based on extended sequence and topology encoding for the multicast protocol in two-tiered WSN publication-title: Exp Syst Appl doi: 10.1016/j.eswa.2009.06.043 – volume: 26 start-page: 746 year: 2003 ident: 10.1016/j.asej.2013.07.005_b0050 article-title: Vector constraint multicast routing based on GA publication-title: Chin J Comput |
| SSID | ssib044728585 |
| Score | 2.1185157 |
| SecondaryResourceType | review_article |
| Snippet | Many Internet multicast applications such as videoconferencing, distance education, and online simulation require to send information from a source to some... |
| SourceID | doaj unpaywall crossref elsevier |
| SourceType | Open Website Open Access Repository Enrichment Source Index Database Publisher |
| StartPage | 113 |
| SubjectTerms | ACO Multicast PSO QoS routing Swarm agent |
| SummonAdditionalLinks | – databaseName: Unpaywall dbid: UNPAY link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LT-MwELZQObB72OWxK8ouyAdubNik9rjOsaBFCImX2ErsKbI9Nq9uW7WpEPx67MStKEIIbkk0cRI_Mt_I33xDyDYoCagFJmBbOuHMqUQ71Q4xj2kLNBqrRNrjE3HY5UeXcBllckIuzNz-fcXD8j_z20DBYpXIZpArXRTgcXeDLHZPzjr_QvW4NE8TzithvXicQ8yQeb2ROS9UifXPOaOlSX-oHu5Vr_fM2Rx8rasWjSuNwsAxududlHrXPL5QcHzfdyyTLxFz0k49SVbIgu2vks_PlAjXyF6HXj-E5C3a2T_9fXZxSoN7Q6p6V4PRTXn9n3pwS88HF7RiIBo1LuloMAmcaRpr0nwj3YM_f_cPk1heITE8S8tEAUOLOZdCuMxp2TY8ReWdV0sYq7hUwkhmrfMxIHcCwGonhc0zhQYAUbHvpNEf9O06oQylFICqZTRwlEKyzLaZykGDNUxik2TT7i5M1B4PJTB6xZRkdluE_ilC_xRp2BKHJtmZ3TOslTfetN4LozizDKrZ1QU_CEVchIV2mPuV40xLeiCWaq18gO4jWgGOMRS8SWA6B4oIQGpg4Zu6efPhv2YT5h3vuvEx8x_kkz_jNfHtJ2mUo4nd9Eio1FtxCTwBLtAA0g priority: 102 providerName: Unpaywall |
| Title | A hybrid ACO/PSO based algorithm for QoS multicast routing problem |
| URI | https://dx.doi.org/10.1016/j.asej.2013.07.005 https://doi.org/10.1016/j.asej.2013.07.005 https://doaj.org/article/bfd9eadfc286430bba33840765f33d64 |
| UnpaywallVersion | publishedVersion |
| Volume | 5 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 2090-4495 dateEnd: 99991231 omitProxy: true ssIdentifier: ssib044728585 issn: 2090-4479 databaseCode: M~E dateStart: 20100101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3NS8MwFA-iB72IouL8GDl407K2-Wh63MbGEPxiDuapJHmJH8x16IZ48W83absxL9ODl0JLmqbvBX7vkd_7PYTOmBQMFIeAmVgFlFgZKCsTn_PohINWUBTSXl3z3oBeDtlwqdWX54SV8sCl4RrKQur-1upYOPAMlZIuqXJZCGeWEOCFEmgo0qVkyu0kSpPYH3j5znJhGgbuPq0qZkpyl0OIF8_rIoVyp-9dt4RKhXj_D3DanI0n8vNDjkZL4NPdQdtV1Iib5Wp30ZoZ76FWEz99-oIr3GzfNG77N9hDEmA5esxdyv_0il1Aiu_yPi5Yg1q-T_FbPvM8Z1z1kdlHg27nvt0LqpYIgaZROA0kI2AgpYJzG1klEk1DkA5wYq6NpEJyLYgx1uVt1HLGjLKCmzSSoBkDkOQArY_zsTlEmIAQnIGMtWIUBBckMgmRKVPMaCKghqK5STJd6YX7thWjbE4Me8m8GTNvxiz0x9ishs4X70xKtYyVo1ve0ouRXum6eOD8n1X-z37zfw2xuZ-yKmgogwE31fPKj18snPqHtR79x1qP0ZabkpYUthO0Pn2bmVMX00xVvdi-7nr11amjjcH1bfPhGxly9Vg |
| linkProvider | Directory of Open Access Journals |
| linkToUnpaywall | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LT-MwELZQObB72OWxK8ouyAdubNik9rjOsaBFCImX2ErsKbI9Nq9uW7WpEPx67MStKEIIbkk0cRI_Mt_I33xDyDYoCagFJmBbOuHMqUQ71Q4xj2kLNBqrRNrjE3HY5UeXcBllckIuzNz-fcXD8j_z20DBYpXIZpArXRTgcXeDLHZPzjr_QvW4NE8TzithvXicQ8yQeb2ROS9UifXPOaOlSX-oHu5Vr_fM2Rx8rasWjSuNwsAxududlHrXPL5QcHzfdyyTLxFz0k49SVbIgu2vks_PlAjXyF6HXj-E5C3a2T_9fXZxSoN7Q6p6V4PRTXn9n3pwS88HF7RiIBo1LuloMAmcaRpr0nwj3YM_f_cPk1heITE8S8tEAUOLOZdCuMxp2TY8ReWdV0sYq7hUwkhmrfMxIHcCwGonhc0zhQYAUbHvpNEf9O06oQylFICqZTRwlEKyzLaZykGDNUxik2TT7i5M1B4PJTB6xZRkdluE_ilC_xRp2BKHJtmZ3TOslTfetN4LozizDKrZ1QU_CEVchIV2mPuV40xLeiCWaq18gO4jWgGOMRS8SWA6B4oIQGpg4Zu6efPhv2YT5h3vuvEx8x_kkz_jNfHtJ2mUo4nd9Eio1FtxCTwBLtAA0g |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+hybrid+ACO%2FPSO+based+algorithm+for+QoS+multicast+routing+problem&rft.jtitle=Ain+Shams+Engineering+Journal&rft.au=Patel%2C+Manoj+Kumar&rft.au=Kabat%2C+Manas+Ranjan&rft.au=Tripathy%2C+Chita+Ranjan&rft.date=2014-03-01&rft.pub=Elsevier+B.V&rft.issn=2090-4479&rft.volume=5&rft.issue=1&rft.spage=113&rft.epage=120&rft_id=info:doi/10.1016%2Fj.asej.2013.07.005&rft.externalDocID=S2090447913000695 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2090-4479&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2090-4479&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2090-4479&client=summon |