The Influence of the Traffic Self-similarity on the Choice of the Non-integer Order PI ^\alpha Controller Parameters

The article discusses the problem of choosing the best parameters of the non-integer order \(PI^{\alpha }\) controller used in IP routers Active Queue Management for TCP/IP traffic flow control. The impact of the self-similarity of the traffic on the controller parameters is investigated with the use of discrete event simulation. We analyze the influence of these parameters on the length of the queue, the number of rejected packets and waiting times. The results indicate that the controller parameters strongly depend on the value of the Hurst parameter.

[1]  Krzysztof J. Latawiec,et al.  Fractional-order modeling of electric circuits: modern empiricism vs. classical science , 2017, 2017 Progress in Applied Electrical Engineering (PAEE).

[2]  Joanna Domańska,et al.  Fluid flow approximation of time-limited TCP/UDP/XCP streams , 2014 .

[3]  Tadeusz Czachórski,et al.  The AQM Dropping Packet Probability Function Based on Non-integer Order PI^α D^β P I α D β Controller , 2017, RRNR.

[4]  Tadeusz Czachórski,et al.  Comparison of AQM Control Systems with the Use of Fluid Flow Approximation , 2012, CN.

[5]  Dariusz Rafal Augustyn,et al.  A RED modified weighted moving average for soft real-time application , 2014, Int. J. Appl. Math. Comput. Sci..

[6]  Tadeusz Czachórski,et al.  The use of a non-integer order PI controller with an active queue management mechanism , 2016, Int. J. Appl. Math. Comput. Sci..

[7]  K. Miller,et al.  An Introduction to the Fractional Calculus and Fractional Differential Equations , 1993 .

[8]  Tadeusz Czachórski,et al.  Self-similarity Traffic and AQM Mechanism Based on Non-integer Order PI^α D^β Controller , 2017, CN.

[9]  Andrés Suárez-González,et al.  On the use of self-similar processes in network simulation , 2000, TOMC.

[10]  B. Mandelbrot,et al.  Fractional Brownian Motions, Fractional Noises and Applications , 1968 .

[11]  Robert Hooke,et al.  `` Direct Search'' Solution of Numerical and Statistical Problems , 1961, JACM.

[12]  I. Podlubny Fractional differential equations , 1998 .

[13]  Mariusz Ciesielski,et al.  A Numerical Method for Solution of Ordinary Differential Equations of Fractional Order , 2001, PPAM.

[14]  Michalis Faloutsos,et al.  Long-range dependence ten years of Internet traffic modeling , 2004, IEEE Internet Computing.

[15]  M. Taqqu,et al.  Stable Non-Gaussian Random Processes : Stochastic Models with Infinite Variance , 1995 .

[16]  Joanna Domańska,et al.  Fluid Flow Analysis of RED Algorithm with Modified Weighted Moving Average , 2013 .

[17]  Carl Tim Kelley,et al.  Iterative methods for optimization , 1999, Frontiers in applied mathematics.

[18]  Joanna Domańska,et al.  The choice of optimal 3-rd order polynomial packet dropping function for NLRED in the presence of self-similar traffic , 2012 .

[19]  Van Jacobson,et al.  Random early detection gateways for congestion avoidance , 1993, TNET.