DIAMOND: a distributed algorithm for vertex coloring problems and resource allocation
The vertex colouring problem (VCP) and its generalisations have myriad applications in computer networks. To solve the VCP with $\Delta + 1$Δ+1 colours, numerous distributed algorithms based on LOCAL model have been proposed to reduce time complexity (the number of rounds), where $\Delta $Δ is the m...
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| Vydané v: | IET networks Ročník 8; číslo 6; s. 381 - 389 |
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| Hlavní autori: | , , , |
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The Institution of Engineering and Technology
01.11.2019
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| ISSN: | 2047-4954, 2047-4962, 2047-4962 |
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| Abstract | The vertex colouring problem (VCP) and its generalisations have myriad applications in computer networks. To solve the VCP with $\Delta + 1$Δ+1 colours, numerous distributed algorithms based on LOCAL model have been proposed to reduce time complexity (the number of rounds), where $\Delta $Δ is the maximum vertex degree in the graph. In this paper, the authors present a distributed algorithm based on modified LOCAL model (DIAMOND) that reduces the number of rounds to one. It greedily solves the VCP with at most $\Delta + 1$Δ+1 colours. Computational results on Geometry (GEOM) graphs show that the number of used colours to colour each instance using DIAMOND is about $\left({\Delta + 1} \right)/2$Δ+1/2. DIAMOND is easily extended to solve greedily generalised VCPs in only one round. Moreover, they present two efficient resource allocation algorithms using DIAMOND. They allocate more resource to the graph compared with $\lpar \Delta + 1\rpar $(Δ+1)-colouring and even to $\lpar \bar d + 1\rpar $(d¯+1)-colouring algorithms, where $\bar d$d¯ is the average vertex degree of the graph. They run in two and $\Delta $Δ rounds. |
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| AbstractList | The vertex colouring problem (VCP) and its generalisations have myriad applications in computer networks. To solve the VCP with $\Delta + 1$Δ+1 colours, numerous distributed algorithms based on LOCAL model have been proposed to reduce time complexity (the number of rounds), where $\Delta $Δ is the maximum vertex degree in the graph. In this paper, the authors present a distributed algorithm based on modified LOCAL model (DIAMOND) that reduces the number of rounds to one. It greedily solves the VCP with at most $\Delta + 1$Δ+1 colours. Computational results on Geometry (GEOM) graphs show that the number of used colours to colour each instance using DIAMOND is about $\left({\Delta + 1} \right)/2$Δ+1/2. DIAMOND is easily extended to solve greedily generalised VCPs in only one round. Moreover, they present two efficient resource allocation algorithms using DIAMOND. They allocate more resource to the graph compared with $\lpar \Delta + 1\rpar $(Δ+1)-colouring and even to $\lpar \bar d + 1\rpar $(d¯+1)-colouring algorithms, where $\bar d$d¯ is the average vertex degree of the graph. They run in two and $\Delta $Δ rounds. The vertex colouring problem (VCP) and its generalisations have myriad applications in computer networks. To solve the VCP with Δ+1 colours, numerous distributed algorithms based on LOCAL model have been proposed to reduce time complexity (the number of rounds), where Δ is the maximum vertex degree in the graph. In this paper, the authors present a distributed algorithm based on modified LOCAL model (DIAMOND) that reduces the number of rounds to one. It greedily solves the VCP with at most Δ+1 colours. Computational results on Geometry (GEOM) graphs show that the number of used colours to colour each instance using DIAMOND is about Δ+1/2. DIAMOND is easily extended to solve greedily generalised VCPs in only one round. Moreover, they present two efficient resource allocation algorithms using DIAMOND. They allocate more resource to the graph compared with (Δ+1) ‐colouring and even to (d¯+1) ‐colouring algorithms, where d¯ is the average vertex degree of the graph. They run in two and Δ rounds. The vertex colouring problem (VCP) and its generalisations have myriad applications in computer networks. To solve the VCP with colours, numerous distributed algorithms based on LOCAL model have been proposed to reduce time complexity (the number of rounds), where is the maximum vertex degree in the graph. In this paper, the authors present a distributed algorithm based on modified LOCAL model (DIAMOND) that reduces the number of rounds to one. It greedily solves the VCP with at most colours. Computational results on Geometry (GEOM) graphs show that the number of used colours to colour each instance using DIAMOND is about . DIAMOND is easily extended to solve greedily generalised VCPs in only one round. Moreover, they present two efficient resource allocation algorithms using DIAMOND. They allocate more resource to the graph compared with ‐colouring and even to ‐colouring algorithms, where is the average vertex degree of the graph. They run in two and rounds. |
| Author | Mohamedpour, Kamal Sarkar, Mahasweta Darmani, Yousef Miri, Mohammadhasan |
| Author_xml | – sequence: 1 givenname: Mohammadhasan orcidid: 0000-0003-2052-3215 surname: Miri fullname: Miri, Mohammadhasan email: mh.miri@mail.kntu.ac.ir organization: 1Department of ECE, K.N. Toosi University of Technology, Tehran, Iran – sequence: 2 givenname: Kamal surname: Mohamedpour fullname: Mohamedpour, Kamal organization: 1Department of ECE, K.N. Toosi University of Technology, Tehran, Iran – sequence: 3 givenname: Yousef surname: Darmani fullname: Darmani, Yousef organization: 1Department of ECE, K.N. Toosi University of Technology, Tehran, Iran – sequence: 4 givenname: Mahasweta surname: Sarkar fullname: Sarkar, Mahasweta organization: 2Department of ECE, San Diego State University, San Diego, USA |
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| Cites_doi | 10.1137/1.9781611973730.26 10.1145/2897518.2897533 10.1109/TWC.2009.080856 10.1137/0221015 10.1016/j.cor.2012.09.003 10.1109/TSP.2007.897856 10.1016/j.ic.2010.07.001 10.1007/978-3-662-53426-7_8 10.1145/2903137 10.1109/IPDPS.2006.1639281 10.1109/TSMC.2014.2360661 10.1109/TNET.2005.850227 10.1111/j.1475-3995.2009.00696.x 10.1007/978-3-642-10877-8_28 10.1109/FOCS.2012.60 10.1109/GLOCOM.2014.7037152 10.1145/1835698.1835760 10.1109/TWC.2007.05159 10.1007/s00446-013-0202-3 10.1109/SURV.2013.050113.00015 10.1109/TPDS.2012.133 10.1145/1066677.1066892 10.1109/ICC.2015.7249187 10.1016/S0020-0190(99)00064-2 10.1109/TMC.2004.44 10.1145/2038698.2038708 |
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| Keywords | vertex colouring problem modified LOCAL model DIAMOND myriad applications computer networks graph colouring distributed algorithm resource allocation maximum vertex degree greedily generalised VCP distributed algorithms resource allocation algorithms GEOM graphs |
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| Snippet | The vertex colouring problem (VCP) and its generalisations have myriad applications in computer networks. To solve the VCP with $\Delta + 1$Δ+1 colours,... The vertex colouring problem (VCP) and its generalisations have myriad applications in computer networks. To solve the VCP with Δ+1 colours, numerous... The vertex colouring problem (VCP) and its generalisations have myriad applications in computer networks. To solve the VCP with colours, numerous distributed... |
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| SubjectTerms | computer networks DIAMOND distributed algorithm distributed algorithms GEOM graphs graph colouring greedily generalised VCP maximum vertex degree modified LOCAL model myriad applications Research Article resource allocation resource allocation algorithms vertex colouring problem |
| Title | DIAMOND: a distributed algorithm for vertex coloring problems and resource allocation |
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