Enhancing a fuzzy logic inference engine through machine learning for a self- Managed network

Mobile Networks and Applications

Volumn 16, Issue 4, 2011, Pages 475-489

  Magdalinos, Panagis ^a   Kousaridas, Apostolos ^a   Spapis, Panagiotis ^a   Katsikas, George ^a   Alonistioti, Nancy ^a  

^a UNIVERSITY OF ATHENS   (Greece)

Author keywords

Data mining; Future internet; Fuzzy logic; Network self management

Indexed keywords

AUTONOMIC NETWORK MANAGEMENT; DATA MINING TECHNIQUES; DECISION-MAKING MECHANISMS; FUTURE INTERNET; FUZZY LOGIC ENGINES; FUZZY LOGIC INFERENCE; HUMAN INTERVENTION; K-MEANS; K-NEAREST NEIGHBORS; LEARNING MECHANISM; LEARNING SCHEMES; LOAD IDENTIFICATION; MANAGED NETWORKS; NETWORK ELEMENT; NETWORK ENVIRONMENTS; NETWORK MANAGEMENT SYSTEMS; SELF-MANAGED NETWORKS;

ALGORITHMS; CLIENT SERVER COMPUTER SYSTEMS; DATA MINING; DECISION MAKING; FUZZY INFERENCE; FUZZY LOGIC; FUZZY SYSTEMS; INFERENCE ENGINES; OPTICAL COMMUNICATION;

NETWORK MANAGEMENT;

EID: 80052630217     PISSN: 1383469X     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11036-011-0327-1     Document Type: Article

References (33)

1. The Internet Engineering Task Force, http://www.ietf.org
2. 3rd Generation Partnership Project (3GPP), http://www.3gpp.org
3. Distributed Management Task Force, http://www.dmtf.org
4. International Telecommunication Union, http://www.itu.int
5. Siqueira MA, Verdi FL, Pasquini R, Magalhães M (2006). An architecture for autonomic management of ambient networks. Autonomic Networking, (pp. 255-267), Springer (Pubitemid 44609504)
6. Foley C, Balasubramaniam S, Power E, Ponce de Leon M, Botvich D, Dudkowski D, Nunzi G, Mingardi C (2008) A framework for in-network management in heterogeneous future communication networks, modelling autonomic communications environment. Lecture Notes in Computer Science 5276:14-25.doi:10.1007/978-3- 540-87355-6-2
7. Jennings B, Van der Meer S, Balasubramaniam S et al (2007) Towards autonomic management of communications networks. IEEE Communications Magazine 45(10):112-121 (Pubitemid 47577868)
8. Chaparadza R, Papavassiliou S, Kastrinogiannis T, Toth A, Liakopoulos A, Wilson M (2009) Creating a viable evolution path towards self-managing future internet via a standardizable reference model for autonomic network engineering. Architecture 136-147. doi:10.3233/978-1-60750-007-0-136
9. Kephart JO, Chess DM (2003) The vision of autonomic computing. IEEE Computer 36(1):41-52. doi:10.1109/MC.2003.1160055
10. Dobson S et al (2006) A survey of autonomic communications. ACM Transactions on Autonomous and Adaptive Systems 1 (2):223-259. doi:10.1145/1186778.1186782 (Pubitemid 44927162)
11. Mitola J (2000) Cognitive radio: an integrated agent architecture for software defined radio, Ph.D. dissertation, KTH, http://www.lib.kth.se/Fulltext/ MITOLA000608.PDF
12. Ryan WT, Friend HD, Dasilva LA, Mackenzie AB (2006) Cognitive networks: adaptation and learning to achieve end-toend performance objectives. IEEE Communications Magazine 44 (12):51-57. doi:10.1109/MCOM.2006.273099 (Pubitemid 46231288)
13. Dietterich T, Langley P (2007) Machine learning for cognitive networks: technology assessment and research challenges. In: Mahmoud Q (ed) Cognitive networks: towards self-aware networks. Wiley, New York
14. Soysal M, Schmidt EG (2010) Machine learning algorithms for accurate flow-based network traffic classification: evaluation and comparison. Performance Evaluation 67(6):451-467. doi:10.1016/j.peva.2010.01.001
15. Bagnasco R, Serrat J (2009) Multi-agent reinforcement learning in network management, scalability of networks and services. Lecture Notes in Computer Science 5637:199-202. doi:10.1007/978-3-642-02627-0-21
16. Han J, Kamber M (2007) Data mining: concepts and techniques, the Morgan Kaufmann series in data management systems
17. Self-NET Project, https://www.ict-selfnet.eu
18. Kousaridas A, Nguengang G, Boite J, Conan V, Gazis V, Raptis T, Alonistioti N (2010) An experimental path towards Self- Management for Future Internet Environments. In: Georgios Tselentis, Alex Galis, Anastasius Gavras, Srdjan Krco, Volkmar Lotz, Elena Simperl, Burkhard Stiller (eds) Towards the Future Internet - Emerging Trends from European Research., pp 95-104
19. Mihailovic A, Chochliouros IP, Kousaridas A, Nguengang G, Polychronopoulos C et al (2009) Architectural Principles for Synergy of Self-management and Future Internet Evolution. ICT Mobile and Wireless Commun. Summit, Santander
20. Merentitis A, Triantafyllopoulou D (2010), Transmission power regulation in cooperative cognitive radio systems under uncertainties, Wireless Pervasive Computing, 5th International Symposium on, doi:10.1109/ISWPC.2010.5483742, Piscataway USA: IEEE Press
21. Clancy C, Hecker J, Stuntebeck E, O'Shea T (2007) Applications of Machine Learning to Cognitive Radio Networks. IEEE Wireless Communications 14(4):47-52 (Pubitemid 47397733)
22. Lloyd S (1982) Least squares quantization in pcm. IEEE Transactions on Information Theory 28:129-137
23. H.S. Mahmood and R. Gage (2003). An architecture for integrating cdma2000 and 802.11 WLAN networks. in Proc of IEEE 58th Vehicular Tech. Conference, 2003 (VTC 2003-Fall), vol.3, pp. 2073-2077
24. Beyer K, Goldstein J, Ramakrishnan R, Shaft U (1999) When is "nearest neighbor" meaningful? Database Theory Lecture Notes in Computer Science 1540:217-235. doi:10.1007/3-540-49257-7-15
25. Magdalinos P, Makris D, Spapis P, Papazafeiropoulos C, Kousaridas A, Stamatelatos G, Alonistioti N (2010) Coverage and Capacity Optimization of Self-managed Future Internet Wireless Networks, Towards a Service-Based Internet. Lecture Notes in Computer Science 6481:201-202. doi:10.1007/978-3-642- 17694-4-23
26. Weka (Waikato Environment for Knowledge Analysis), http://www.cs.waikato. ac.nz/ml/weka/
27. AN-100U/UX Single Sector Wireless Access Base Station User Manual, RedMAX, Redline Communications, 2008
28. Soekris Engineering net5501, http://www.soekris.com/net5501.htm
29. VLC: open-source multimedia framework, player and server, http://www.videolan.org/vlc
30. Java Programming Language, http://www.oracle.com/technetwork/java/index. html
31. Tee A., Cleveland J.R, Chang J.W., Implication of End-user QoS requirements on PHY & MAC, IEEE 802.20 Working Group on Mobile Broadband Wireless Access, http://www.ieee802.org/20/Contribs/C802.20-03-106.ppt
32. Andrews N., Kondareddy Y., Agrawal P. (2010) Channel management in collocated WiFi-WiMAX networks, System Theory, 42nd Southeastern Symposium on, pp. 133-137, doi:10.1109/SSST.2010.5442848
33. Matlab-The Language of Technical Computing, http://www.mathworks.com/ products/matlab