Distributed inter-domain SLA negotiation using reinforcement learning

Proceedings of the 12th IFIP/IEEE International Symposium on Integrated Network Management, IM 2011

Volumn , Issue , 2011, Pages 33-40

  Groléat, Tristan ^a   Pouyllau, Hélia ^b  

^a ECOLE DES MINES DE NANTES   (France)

^b NOKIA RESEARCH CENTER   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DISTRIBUTED LEARNING; END-TO-END QOS; INTER-DOMAIN; NETWORK OPERATOR; NETWORK QUALITY OF SERVICES; RUNTIME PERFORMANCE; SERVICE LEVEL AGREEMENTS; TELEPRESENCE;

CLOUD COMPUTING; LEARNING ALGORITHMS; MATHEMATICAL OPERATORS; QUALITY OF SERVICE; VISUAL COMMUNICATION;

NETWORK MANAGEMENT;

EID: 80052713651     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/INM.2011.5990671     Document Type: Conference Paper

References (16)

1. M. P. H. et al., "End-to-end quality of service provisioning through inter-provider traffic engineering." Computer Communications, 2006.
2. H. Pouyllau and N. Djarallah, "Distributed ant algorithm for inter-carrier service composition," in Euro-NGI conference on Next Generation Internet networks. IEEE Press, 2009.
3. N. L. Sauze, A. Chiosi, R. Douville, H. Pouyllau, H. Lonsethagen, P. Fantini, C. Palas-ciano, A. Cimmino, M. A. C. Rodriguez, O. Dugeon, D. Kofman, X. Gadefait, P. Cuer, N. Chilli, G. Carrozzo, A. Soppera, B. Briscoe, F. Bornstaedt, M. Andreou, G. Stamoulis, C. Courcoubetis, P. Reichl, I. Gojmerac, J. L. Rougier, S. Vaton, D. Barth, and A. Orda, "Etics: Qos-enabled interconnection for future internet services," in Future Network and Mobile Summit, 2010.
4. O. Bonaventura, "Using BGP to distribute flexible QoS information, internet draft draft-bonaventure-bgp-qos-00.txt," 2001.
5. X. Hu, P. Zhu, K. Cai, and Z. Gong, "AS alliance in inter-domain routing," International Conference Advanced Information Networking and Applications, March 2008.
6. R. Douville, J. L. Roux, J. Rougier, and S. Secci, "A service plane over the PCE architecture for automatic multi-domain connection-oriented services," IEEE Communication Magazine, 2008.
7. J. Xiao and R. Boutaba, "Qos-aware service composition and adaptation in autonomic communication," IEEE Journal on Selected Areas in Communications, vol. 23, pp. 2344-2360, 2005.
8. R. S. Sutton and A. G. Barto, Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning). MIT Press, 1998.
9. C. J. Watkins and P. Dayan, "Technical note: Q-learning," in Journal of Machine Learning Research, 1992, pp. 279-292.
10. S. M. Thampi and C. S. K, "Q-learning based collaborative load balancing using distributed search for unstructured p2p networks," in IEEE Local Computer Networks, 2008.
11. M. Liftman and J. Boyan, "A distributed reinforcement learning scheme for network routing," in Proceedings of the International Workshop on Applications of Neural Networks to Telecommunications. IEEE Communications Society, 1993, pp. 45-51.
12. J. Huang, B. Yang, and D.-Y. Liu, "A distributed q-learning algorithm for multi-agent team coordination," in International Conference on Machine Learning and Cybernetics, 2005.
13. D. Barth, J. Cohen, L. Echabbiz, and C. Hamlaoui, "Transit prices negotiation: Combined repeated game and distributed algorithmic approach," in First EuroFGI International Conference, 2007, pp. 266-269.
14. D. P. Bertsekas and J. N. Tsitsiklis, Neuro-Dynamic Programming. Athena Scientific, 1996.
15. E. Even-Dar and Y Masour, "Learning rates for q-learning," Journal of Machine Learning Research, vol. 5, 2003.
16. H. Pouyllau and G. Carofiglio, "Inter-carrier SLA negotiation using Q-learning," in Telecommunication Systems Journal Special Issue on "Socio-economic Issues of Next Generation Networks", 2010.