Neural networks in teletraffic control: Pro et contra?

4th International Conference on Telecommunications in Modern Satellite, Cable and Broadcasting Services, ITELSIKS 1999 - Proceedings

Volumn 2, Issue , 1999, Pages 518-527

  Reljin, Branimir D ^a   Reljin, Irini S ^b  

^a UNIVERSITY OF BELGRADE   (Serbia)

^b PTT College   (Serbia)

Author keywords

communication networks; fractallmultifractal traffic; Neural networks; teletraffic

Indexed keywords

ADVANCED TRAFFIC MANAGEMENT SYSTEMS; ASYNCHRONOUS TRANSFER MODE; CABLES; COMPLEX NETWORKS; FRACTALS; MULTIMEDIA SERVICES; NEURAL NETWORKS; QUALITY OF SERVICE; TELECOMMUNICATION NETWORKS;

COMPLEX NATURE; DRIVING FORCES; MULTI FRACTALS; NEURAL NETWORK CONTROL; QUALITY OF SERVICE GUARANTEES; TELETRAFFIC; TRAFFIC STREAMS; VARIABLE BIT RATE;

BROADCASTING;

EID: 33746904617     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/TELSKS.1999.806263     Document Type: Conference Paper

References (78)

1. D. Messerschmitt, "The convergence of telecommunications and computing: what are the implications today?", Proc. IEEE, Vol. 84, No. 8, Aug. 1966, pp. 1167-1186.
2. B. Leiner, V. Cerf, D. Clark, R. Kahn, L. Kleinrock, D. Lynch, J. Postel, L. Roberts, S. Wolff, "A brief history of the Inemet", http://www.isoc.org/internet-history/brief.htm.
3. B. Reljin, P. Spasić, I. Milosavljević, P. Kostić, S. Mijusković, "Telemicroscopy - the first step in telemedicine foundation in Yugoslavia", in Recent Advances in Signal Processing and Communications, N. Mastorakis (Ed.), World Scientific Press, 1999, pp. 209-216.
4. I. Mertzanis, G. Sfikas, R. Tafazolli, B. Evans, "Protocol architectures for satellite ATM broadband networks", IEEE Comm. Magazine, Vol. 37, No. 3, March 1999, pp. 46-54.
5. R. Goyal, R. Jain, M. Goyal, S. Fahmy, B, Yandalore, "Traffic management for TCP/IP over satellite networks", IEEE Comm. Magazine, Vol. 37, No. 3, March 1999, pp. 56-61.
6. TEN-155: Trans-European Network with access ports of 155 Mbps, http://www.dante.net/ten-155
7. H. Fowl, W. Leland, "Local area network traffic characteristics with implications for broadband network congestion management", IEEE J. on Sel. Areas in Comm., Vol. 9, No. 7, Sept. 1991, pp. 1139-1149
8. V. Paxon, S. Floyd, "Wide area traffic: the failure of Poisson modeling", IEEE/ACM Trans. Netwo., Vol. 3, No. 3, June 1995.
9. W. Willinger, V. Paxon, "Where mathematics meets the Internet", http://www.aciri.org/vern/papers
10. V. Paxon, S. Floyd, "Why we don't know how to simulate the Internet", in Proc. Winter Simulation Conf, Atlanta, 1997.
11. M. Garrett, "Contributions toward real-time services on packet switched networks", PhD. Thesis, Columbia Univ., NY 1993.
12. D. Duffy, A. McIntosh, M. Rosenstein, W. Willinger, "Statistical analysis of CCSN/SS & traffic data from working CCS subnetworks", IEEE J. on Sel. Areas in Comm., Vol. 12, No. 3, April 1994, pp. 544-551.
13. S. Floyd, V. Jacobson, "The synchronization of periodic routing messages", IEEEI ACM Trans, on Networking, Vol. 2, 1994, pp. 122-136.
14. W. Leland, M. Taqqu, W. Willinger, D. Wilson, "On the self-similar nature of Ethernet traffic", Extended version - Proc. ACMSIGComm'93, San Francisco, CA (USA), 1993.
15. S. Klivansky, A. Mukherjee, C. Song, "On long-range dependence in NSFNET traffic", TR GIT-CC-94-61, Georgia Techn, 1994.
16. B. Ryu, "Fractal network traffic modeling: past, present and future", http://www.hrl.com/people/ryu
17. C. Eversz, B. Mandelbrot, "Mutifractal measures", Appendix B in Chaos and Fractals: New Frontiers of Science, by H. O. Peitgen, H. Jürgens, D. Saupe, Springer, N. Y., 1992.
18. R. Riedi, W. Willinger, "Toward an improved understanding of network traffic dynamics", to appear in Self-similar Network traffic and performance evaluation, J. Wiley, June 1999.
19. R. Riedi, J. Levy Vehel, "TCP traffic is multifractal: a numerical study", IEEE Trans, on Netw., Oct. 1997.
20. M. Taqqu, V. Teverovsky, W. Willinger, "Is the Ethernet data self-similar or multifractal?", Fractals, No 5, 1997, pp. 63-73.
21. J. Levy Vehel, R. Riedi, "Fractional Brownian motion and data traffic modeling: The other end of the spectrum", in Fractals in Engineering, Eds. J. L. Vehel et al., Springer, 1997.
22. A. Adas, "Traffic models in broadband networks", IEEE Comm. Magazine, Vol. 35, No. 7, July 1997, pp. 82-89
23. H. Michiel, K. Laevens, "Teltraffic engineering in a broadband era", Proc. IEEE, Vol. 85, No. 12, Dec. 1997, pp. 2007-2034.
24. S. I. Resnick, "Heavy tail modeling and teletraffic data", The Annals of Statistics, 25(5), pp. 1805-1869, 1997.
25. W. Willinger, V. Paxon, "Discussion of Heavy tail modeling and teletraffic data", http://www.aciri.org/vern/papers
26. A. C. Guyton, J. E. Hall, Textbook of Medical Physiology, ninth ed., W. B. Saunders Co., Philadelphia, PE, 1996.
27. P. Wasserman, Neural Computing, Van Nostrand, NY, 1989.
28. R. Hecht-Nielsen, Neurocomputing, Addison-Wesley, 1990.
29. S. Haykin, Neural Networks, IEEE Press, Macmillan Publishing Co., 1994.
30. L. Tsoukalas, R. Uhrig, Fuzzy and Neural Approaches in Engineering, John Wiley, NY, 1997.
31. D. O. Hebb, Organization of Behavior, John Willey & Sons, NY, 1949.
32. T. Kohonen, Self-Organization and Associative Memory, Springer Verlag, 1984.
33. T. Kohonen, "The self-organizing map", Proc. IEEE, Vol. 78, pp. 1464-1480, 1990.
34. F. Rosenblatt, "The Perceptron: A probabilistic model of information storage and organization in the brain", Psychological Review, Vol. 65, pp. 386-408.
35. D. Hubel, T. Wiesel, "Receptive fields, binocular interaction and functional architecture in the cat's visual cortex", Journal of Psychology, Vol. 160, pp. 106-154, 1962.
36. D. De Sieno, "Adding a cncsience to competitive learning", in Proc. IEEE Int. Conf. on Neural Networks, pp. 117-124, San Diego, CA: SOS Printing, 1988.
37. I. Reljin, "Neural networks application in high speed communication networks", in Proc. NEUREL'97, Belgrade, Sept. 1997, pp. 111-114.
38. I. Reljin, "Neural network based cell scheduling in ATM node", IEEE Communications Letters, Vol. 2, No. 3, March 1998, pp. 78-81.
39. I. Reljin, "Neural network control in ATM node", in Proc. Etc.'98, Timisioara, September 1998, pp. 288-293.
40. J. Hopfield, "Neural networks and physical systems with emergent collective computational abilities", in Proc. of the National Academy of Sciences of the U. S. A., Vol. 79, pp. 2554-2558, 1982.
41. J. Hopfield, T. Tank", 'Neural' computation of decisions in optimization problems", Biological Cybernetics, Vol. 52, pp. 141-152, 1985.
42. S. Grossberg, "Some networks that can learn, remember and reproduce any number of complicated space-time patterns", Journal of Math, and Mechanics, Vol. 19, pp. 53-91, 1969.
43. R. Hecht-Nielsen, "Counterpropagation networks", in Proc. IEEE First Int. Conf. on Neural Networks, Vol. 2, pp. 19-32, San Diego, CA, SOS Printing, 1987.
44. L. O. Chua, L. Yang, "Cellular neural networks: Fundamentals and Applications", IEEE Trans. Circ. Systems, Vol. 35, No. 10, pp. 1257-1272, and 1273-1290, Oct. 1988.
45. J. M. Cruz, L. O. Chua, "A CNN chip for connected component detection", IEEE Trans. Circ. Systems, 38, 1991, pp. 812-817.
46. rd IEEE Workshop on Cellular Neural Networks and their Applications (CNNA'94), Roma (Italy), 1994.
47. B. Reljin, T. Serdar, P. Kostić, A. Pavasović, "CMOS VLSI realization of voltage-mode programmable cellular neural network" (invited research paper), in Proc. 20th Int. Conf. on Microelectronics (MIEL-95), Nis (Serbia), Sept. 1995.
48. B. Reljin, P. Kostić, T. Serdar, A. Pavasović, "Single amplifier CNN cell suitable for VLSI CMOS implementation", Int. J. Circ. Th. & Appl., Vol. 24, No. 6, pp. 649-655, 1996.
49. S. Bang, B. Sheu, E. Chou, "A hardware annealing method for optimal solutions on cellular neural networks", IEEE Trans. Circ. Systems - II, vol. 43, no. 6, pp. 409-421, 1996.
50. B. Reljin, P. Kostić, D. Novaković, "Cellular Neural Network using switched-capacitor single-amplifier cells", in Proc. European Conf. on Circuit Theory and Design (ECCTD'97), Vol. 2, pp. 645-649, Budapest (Hungary), Sept. 1997.
51. L. O. Chua, T. Roska, P. L. Venetianer, "The CNN is as universal as the Turing machine", IEEE Trans. Circ. Systems - I, Vol. 40, No. 3, pp. 289-291, March 1993.
52. T. Roska, L. O. Chua, "The CNN Universal machine: An analogic array computer", IEEE Trans. Circ. Systems - II, Vol. 40, No. 3, pp. 163-173, March 1993.
53. A. Paasio, A. Dawidziuk, K. Halonen, V. Porra, "Minimum size 0.5 μ CMOS programmable 48 by 48 CNN test chip", in Proc. European Conf. on Circ. Th. and Design (ECCTD-97), Vol. 1, pp. 154-156, Budapest (Hungary), Sept. 1997.
54. W. Porod, "Computing with coupled quantum dots: Quantumdot cellular automata and cellular nonlinear networks", in Proc. European Conf. on Circ. Th. and Design (ECCTD-97), Vol. 1, pp. 248-253, Budapest (Hungary), Sept. 1997.
55. P. Bakić, N. Vujović, D. Brzaković, B. Reljin, "Cellular neural network for automatic multilevel halftoning of digital images", in Proc. IEEE Int. Symp. Circ. Syst. (ISCAS-96), Atlanta (USA), pp. 566-569, May 1996.
56. P. Bakić, N. Vujović, D. Brzaković, P. Kostić, B. Reljin, "CNN paradigm based multilevel halftoning of digital images", IEEE Trans. Circ. Systems II, 44, no. 1, pp. 50-53, Jan. 1997.
57. I. Krstić, B. Reljin, P. Kostić, D, Kandić, "Solving inverse linear problems of heat transfer by cellular neural network", in Proc. 10th Int. Symp. on Theoret. Electrical Eng. (ISTET-99), Magdeburg (Germany), Sept. 1999.
58. B. Reljin, P. Kostić, "A weight-switch modular winner-take-all network suitable for CMOS VLSI implementation", Journal of Automatic Control, Fac. of Electrical Eng., Vol. 7, pp. 79-90, Belgrade (Yugoslavia), 1997.
59. B. Reljin, P. Kostić, "Solving some optimization problems using cellular neural networks", Journal of Automatic Control, Univ. of Belgrade, Fac. of Electrical Eng., Vol. 5, pp. 73-82, Belgrade, 1995.
60. P. Bakić, B. Reljin, N. Vujović, D. Brzaković, P. Kostic. "Multilayer transient-mode CNN for solving optimization problems", in Proc. 4th IEEE Int. Workshop on Cellular Neural Networks and their Applications (CNNA-96), Seville (Spain), pp. 25-30, June 1996.
61. B. Reljin, P. Kostić, "Novel analogic algorithm for finding the shortest-path using simple CNN structure", in Proc. 4th IEEE Int. Workshop on Cellular Neural Networks and Applications (CNNA-96), Seville (Spain), pp. 423-426, June 1996.
62. P. Kostić, B. Reljin, I. Reljin, "Cellular neural network for trajectory tracking and predicting", in Proc. Europ. Conf. Circ. Th. Design (ECCTD-99), Stresa (Italy), 29 Aug. - 2 Sept. 1999.
63. I. Reljin, P. Kostić, B. Reljin, "Cellular neural networks in routing", (in Serbian) Journal INFO, 4, No. 2, pp. 4-8, 1996.
64. P. Kostić, I. Reljin, B. Reljin, "Cellular neural network for solving routing problems in Manhattan street networks", Int. J. Theor. Electrical Eng., No. 6, Thessaloniki (Greece), Sept. 1996, pp. 106-113.
65. rd Int. Conf. TELSIKS'97, vol. 1 of 2, pp. 332-335, Nis (Yugoslavia), Oct. 8-10, 1997.
66. P. Kostić, I. Reljin, B. Reljin, "In-node fast optimal packet routing algorithm in Manhattan street networks using cellular neural network", in Proc. 9th Conf. MELECON'98, Tel Aviv (Israel), Vol. 11, pp. 698-700, May 18-20, 1998.
67. A. Hiramatsu, "ATM communications network control by neural networks", IEEE Trans. Neural Networks, Vol. 1, 1990.
68. A. Hiramatsu, "Training techniques for neural network applications in ATM", IEEE Commun. Mag, Vol. 33, No. 10, Oct. 1995, pp. 58-67.
69. A. Hiramatsu, "ATM call admission control using a neural network trained with output buffer method", in Proc. IEEE Int. Conf. on Neural Networks'94, 1994.
70. R. Moris, B. Samadi, "Neural network control of communicatios systems", IEEE Selec. Areas Comm., July 1994.
71. A. Tarraf, I. Habib, T. Saadawi, "A novel neural network controller using reinforcement learning method for ATM traffic policing", IEEE Select. Areas Comm., Aug. 1994.
72. A. Tarraf, I. Habib, T. Saadawi, "A neural network controller using reinforcement learning for congestion control in ATM networks", in Proc. IEEEICC'95, 1995.
73. Y. Liu, C. Douligeris, "Static vs. adaptive feedback congestion controller for ATM networks", in Proc. IEEE Globecom'95, 1995.
74. E. Nordstrom, J. Carlstrom, O. Gallmo, L. Asplund, "Neural networks for adaptive traffic control in ATM networks", IEEE Commun. Mag, Vol. 33, No. 10, Oct. 1995, pp. 43-49.
75. J. Neves, M. Leitao, L. Almeida, "Neural networks in B-ISDN flow control: ATM traffic prediction or network modeling", IEEE Commun. Mag, Vol. 33, No. 10, Oct. 1995, pp. 50-56.
76. Y.-K. Park, G. Lee, "Applications of neural networks in highspeed communication networks", IEEE Comm. Magazine, Vol. 33, No. 10, pp. 68-74, Oct. 1995.
77. I. Habib, "Applications of neurocomputing in traffic management of ATM networks", Proc. IEEE, Vol. 84, No. 10, Oct. 1996, pp. 1430-1441.
78. C. Douligeris, G. Develekos, "Neuro-fuzzy control in ATM networks", IEEE Commun. Mag, Vol. 35, No. 5, pp. 154-162.