The effect of traffic prediction on ABR buffer requirement

It has been demonstrated that traffic prediction improves the network efficiency and QoS performance in ATM networks. This was achieved by avoidance and control of congestion. In this paper, the effects of traffic prediction schemes on the available bit rate buffer are studied. It can be seen that under the same network environment and traffic intensity, traffic prediction reduces the buffer size for the ABR service. In particular, the fuzzy logic prediction introduced by Qiu (see Proc. IEEE GLOBECOM'97, p.967-71, 1997, and Proc. IEEE International Conference on Communications (ICC'98), p.1769-73, 1998 performs better than conventional autoregressive prediction.

[1]  P. Khedkar,et al.  Fuzzy prediction of time series , 1992, [1992 Proceedings] IEEE International Conference on Fuzzy Systems.

[2]  Gopalakrishnan Ramamurthy,et al.  A predictive hop-by-hop congestion control policy for high speed networks , 1993, IEEE INFOCOM '93 The Conference on Computer Communications, Proceedings.

[3]  Raj Jain Congestion Control and Traffic Management in ATM Networks: Recent Advances and a Survey , 1996, Comput. Networks ISDN Syst..

[4]  Gwilym M. Jenkins,et al.  Time series analysis, forecasting and control , 1972 .

[5]  P. A. Blight The Analysis of Time Series: An Introduction , 1991 .

[6]  F. Bonomi,et al.  The rate-based flow control framework for the available bit rate ATM service , 1995, IEEE Netw..

[7]  Bin Qiu,et al.  A predictive fuzzy logic congestion avoidance scheme , 1997, GLOBECOM 97. IEEE Global Telecommunications Conference. Conference Record.

[8]  Satish K. Tripathi,et al.  On hop-by-hop rate-based congestion control , 1996, TNET.

[9]  Bin Qiu,et al.  The application of fuzzy prediction for the improvement of QoS performance , 1998, ICC '98. 1998 IEEE International Conference on Communications. Conference Record. Affiliated with SUPERCOMM'98 (Cat. No.98CH36220).

[10]  Gunnar Karlsson,et al.  Performance models of statistical multiplexing in packet video communications , 1988, IEEE Trans. Commun..

[11]  Gwilym M. Jenkins,et al.  Time series analysis, forecasting and control , 1971 .

[12]  T. V. Lakshman,et al.  Transporting compressed video over ATM networks with explicit rate feedback control , 1997, Proceedings of INFOCOM '97.