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Published in: Journal of Network and Systems Management 4/2009

01-12-2009

A Closed-Loop Control Traffic Engineering System for the Dynamic Load Balancing of Inter-AS Traffic

Authors: Mina Amin, Kin-Hon Ho, George Pavlou, Michael Howarth

Published in: Journal of Network and Systems Management | Issue 4/2009

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Abstract

Inter-AS outbound traffic engineering (TE) is a set of techniques for controlling inter-AS traffic exiting an autonomous system (AS) by assigning the traffic to the best egress points (i.e. routers or links) from which the traffic is forwarded to adjacent ASes towards the destinations. In practice, changing network conditions such as inter-AS traffic demand variation, link failures and inter-AS routing changes occur dynamically. These changes can make fixed outbound TE solutions inadequate and may subsequently cause inter-AS links to become congested. In order to overcome this problem, we propose the deployment of a closed-loop control traffic engineering system that makes outbound traffic robust to inter-AS link failures and adaptive to changing network conditions. The objective is to keep the inter-AS link utilization balanced under unexpected events while reducing service disruptions and reconfiguration overheads. Our evaluation results show that the proposed system can successfully achieve better load balancing with less service disruption and re-configuration overhead in comparison to alternative approaches.

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Footnotes
1
Note that in PEP-Reopt-Only and IOTE system, the inter-AS MLU under NS or FS might exceed the tolerance threshold due to sudden changes. Nevertheless, both strategies are able to minimize the utilization below the tolerance threshold after the re-optimization under the condition where there exist sufficient capacity to accommodate the latest overall traffic demands.
 
2
If a TF happens at the time of network conditions monitoring and results to the tolerance threshold violation, the PEP re-optimization is triggered. However, since the TF has a very short duration, it is recovered earlier than the configuration can take place. At this point network operator could simply ignore such re-optimization. In this paper, we assume that the network operator takes care of this task and therefore no re-optimization is applied due to TFs.
 
Literature
1.
go back to reference Rekhter, Y., Li, T., Hares, S.: A border gateway protocol 4 (BGP-4). IETF RFC 4271 (2006) Rekhter, Y., Li, T., Hares, S.: A border gateway protocol 4 (BGP-4). IETF RFC 4271 (2006)
2.
go back to reference Feamster, N., Borkenhagen, J., Rexford, J.: Guidelines for inter-domain traffic engineering. ACM CCR (2003) Feamster, N., Borkenhagen, J., Rexford, J.: Guidelines for inter-domain traffic engineering. ACM CCR (2003)
3.
go back to reference Bressound, T.C., Rastogi, R.: Optimal configuration for BGP route selection. Proceedings of the IEEE INFOCOM, pp. 916–926 (2003) Bressound, T.C., Rastogi, R.: Optimal configuration for BGP route selection. Proceedings of the IEEE INFOCOM, pp. 916–926 (2003)
4.
go back to reference Uhlig, S., Bonaventure, O., Quoitin, B.: Interdomain traffic engineering with minimal BGP configurations. Proceedings of the 18th International Teletraffic Congress (2003) Uhlig, S., Bonaventure, O., Quoitin, B.: Interdomain traffic engineering with minimal BGP configurations. Proceedings of the 18th International Teletraffic Congress (2003)
5.
go back to reference Ho, K., Wang, N., Trimintzios, P., Pavlou, G.: Multi-objective egress router selection policies for interas traffic with bandwidth guarantees. Proceedings of the IFIP Networking, pp. 271–283 (2004) Ho, K., Wang, N., Trimintzios, P., Pavlou, G.: Multi-objective egress router selection policies for interas traffic with bandwidth guarantees. Proceedings of the IFIP Networking, pp. 271–283 (2004)
6.
go back to reference Saroiu, S., Gummadi, K.P., Dunn, R.J., Gribble, S.D., Levy, H.M.: An analysis of internet content delivery system. Proceedings of the USENIX Operating Systems Design and Implementation (OSDI), pp. 315–327 (2002) Saroiu, S., Gummadi, K.P., Dunn, R.J., Gribble, S.D., Levy, H.M.: An analysis of internet content delivery system. Proceedings of the USENIX Operating Systems Design and Implementation (OSDI), pp. 315–327 (2002)
7.
go back to reference Teixeira, R., Duffield, N., Rexford, J. Roughan, M.: Traffic matrix reloaded: impact of routing changes. Proceedings of the Passive and Active Measurement Conference, pp. 251–264 (2005) Teixeira, R., Duffield, N., Rexford, J. Roughan, M.: Traffic matrix reloaded: impact of routing changes. Proceedings of the Passive and Active Measurement Conference, pp. 251–264 (2005)
8.
go back to reference Bonaventure, O., Filsfils, C., Francois, P.: Achieving sub-50 milliseconds recovery upon BGP peering link failures. IEEE/ACM Trans. Network. 15(5), 1123–1135 (2007)CrossRef Bonaventure, O., Filsfils, C., Francois, P.: Achieving sub-50 milliseconds recovery upon BGP peering link failures. IEEE/ACM Trans. Network. 15(5), 1123–1135 (2007)CrossRef
9.
go back to reference Uhlig, S., Bonaventure, O.: Designing BGP-based outbound traffic engineering techniques for stub ASes. ACM SIGCOMM Computer Communication Review, pp. 89–106 (2004) Uhlig, S., Bonaventure, O.: Designing BGP-based outbound traffic engineering techniques for stub ASes. ACM SIGCOMM Computer Communication Review, pp. 89–106 (2004)
10.
go back to reference Sridharan, A., Guerin, R.: Making IGP routing robust to link failures. Proceedings of the IFIP Networking, pp. 634–646 (2005) Sridharan, A., Guerin, R.: Making IGP routing robust to link failures. Proceedings of the IFIP Networking, pp. 634–646 (2005)
11.
go back to reference Nucci, A., Schroeder, B., Bhattacharyya, S., Taft, N., Diot, C.: IGP link weight assignment for operational tier-1 backbones. IEEE/ACM Trans. Network. 15(4), 789–802 (2007)CrossRef Nucci, A., Schroeder, B., Bhattacharyya, S., Taft, N., Diot, C.: IGP link weight assignment for operational tier-1 backbones. IEEE/ACM Trans. Network. 15(4), 789–802 (2007)CrossRef
12.
go back to reference Amin, M., Ho, K., Howarth, M., Pavlou, G.: An integrated network management framework for inter-domain outbound traffic engineering. Proceedings of the IEEE/IFIP MMNS (2006) Amin, M., Ho, K., Howarth, M., Pavlou, G.: An integrated network management framework for inter-domain outbound traffic engineering. Proceedings of the IEEE/IFIP MMNS (2006)
13.
go back to reference Willis, S., Burruss, J., Chu, J.: Definitions of managed objects for BGP-4. IETF RFC 1657 (1994) Willis, S., Burruss, J., Chu, J.: Definitions of managed objects for BGP-4. IETF RFC 1657 (1994)
14.
go back to reference Teixeira, R., Griffin, T.G., Resende, M.G.C., Rexford, J.: TIE breaking: tunable interdomain egress selection. IEEE/ACM Trans. Network. 15(4), 761–774 (2007)CrossRef Teixeira, R., Griffin, T.G., Resende, M.G.C., Rexford, J.: TIE breaking: tunable interdomain egress selection. IEEE/ACM Trans. Network. 15(4), 761–774 (2007)CrossRef
15.
go back to reference Papadimitriou, C.H., Steiglitz, K.: Combinatorial Optimization: Algorithms and Complexity. Prentice Hall-Inc, Englewood Cliffs (1982)MATH Papadimitriou, C.H., Steiglitz, K.: Combinatorial Optimization: Algorithms and Complexity. Prentice Hall-Inc, Englewood Cliffs (1982)MATH
16.
go back to reference Halabi, S., McPherson, D.: Internet routing architectures, 2nd edn. Cisco Press, Indianapolis, IN (2001) Halabi, S., McPherson, D.: Internet routing architectures, 2nd edn. Cisco Press, Indianapolis, IN (2001)
17.
go back to reference Filsfils, C.: IGP and BGP fast convergence, Networkers’2004, Cannes, France (2004) Filsfils, C.: IGP and BGP fast convergence, Networkers’2004, Cannes, France (2004)
18.
go back to reference Pei, D., Azuma, M., Massey, D., Zhang, L.: BGP-RCN: improving BGP convergence through root cause notification. Comput. Netw. 48(2), 175–194 (2005)MATHCrossRef Pei, D., Azuma, M., Massey, D., Zhang, L.: BGP-RCN: improving BGP convergence through root cause notification. Comput. Netw. 48(2), 175–194 (2005)MATHCrossRef
19.
go back to reference Griffin, T.G., Premore, B.J.: An experimental analysis of BGP convergence time. Proceedings of the IEEE ICNP, pp. 53–61 (2001) Griffin, T.G., Premore, B.J.: An experimental analysis of BGP convergence time. Proceedings of the IEEE ICNP, pp. 53–61 (2001)
20.
go back to reference Dhamdhere, A., Dovrolis, C.: ISP and egress path selection for multi-homed networks. Proceedings of the IEEE INFOCOM, pp. 1–12 (2006) Dhamdhere, A., Dovrolis, C.: ISP and egress path selection for multi-homed networks. Proceedings of the IEEE INFOCOM, pp. 1–12 (2006)
21.
go back to reference Uhlig, S., Quoitin, B.: Tweak-it: BGP-based interdomain traffic engineering for transit ASes. Proceedings of the NGI Conference (2005) Uhlig, S., Quoitin, B.: Tweak-it: BGP-based interdomain traffic engineering for transit ASes. Proceedings of the NGI Conference (2005)
22.
go back to reference Broido, A., Hyun, Y., Gao, R., Claffy, K.C.: Their share: diversity and disparity in IP traffic. Proceedings Passive and Active Measurement Conference, pp. 113–125 (2004) Broido, A., Hyun, Y., Gao, R., Claffy, K.C.: Their share: diversity and disparity in IP traffic. Proceedings Passive and Active Measurement Conference, pp. 113–125 (2004)
23.
go back to reference Fang, W., Peterson, L.: Inter-AS traffic patterns and their implications. Proceedings of the IEEE GLOBECOM, pp. 1859–1868 (1998) Fang, W., Peterson, L.: Inter-AS traffic patterns and their implications. Proceedings of the IEEE GLOBECOM, pp. 1859–1868 (1998)
24.
go back to reference Iannaccone, G., Chuah, C.N., Diot, C.: Feasibility of IP restoration in a tier-1 backbone. IEEE Netw. 18(2), 13–19 (2004)CrossRef Iannaccone, G., Chuah, C.N., Diot, C.: Feasibility of IP restoration in a tier-1 backbone. IEEE Netw. 18(2), 13–19 (2004)CrossRef
25.
go back to reference Teixeira, R., Rexford, J.: Managing routing disruptions in internet service provider networks. IEEE Commun. Mag. 44(3), 160–165 (2006)CrossRef Teixeira, R., Rexford, J.: Managing routing disruptions in internet service provider networks. IEEE Commun. Mag. 44(3), 160–165 (2006)CrossRef
26.
go back to reference Teixeira, R., Agarwal, S., Rexford, J.: Routing changes: merging views from two ISPs. ACM SIGCOMM Comput. Commun. Rev. 35(5), 79–82 (2005)CrossRef Teixeira, R., Agarwal, S., Rexford, J.: Routing changes: merging views from two ISPs. ACM SIGCOMM Comput. Commun. Rev. 35(5), 79–82 (2005)CrossRef
Metadata
Title
A Closed-Loop Control Traffic Engineering System for the Dynamic Load Balancing of Inter-AS Traffic
Authors
Mina Amin
Kin-Hon Ho
George Pavlou
Michael Howarth
Publication date
01-12-2009
Publisher
Springer US
Published in
Journal of Network and Systems Management / Issue 4/2009
Print ISSN: 1064-7570
Electronic ISSN: 1573-7705
DOI
https://doi.org/10.1007/s10922-009-9142-4

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