SCALING LIMITS VIA EXCURSION THEORY: INTERPLAY BETWEEN CRUMP-MODE-JAGERS BRANCHING PROCESSES AND PROCESSOR-SHARING QUEUES

We study the convergence of the M/G/1 processor-sharing, queue length process in the heavy traffic regime, in the finite variance case. To do so, we combine results pertaining to Levy processes, branching processes and queuing theory. These results yield the convergence of long excursions of the queue length processes, toward excursions obtained from those of some reflected Brownian motion with drift, after taking the image of their local time process by the Lamperti transformation. We also show, via excursion theoretic arguments, that this entails the convergence of the entire processes to some (other) reflected Brownian motion with drift. Along the way, we prove various invariance principles for homogeneous, binary Crump-Mode-Jagers processes. In the last section we discuss potential implications of the state space collapse property, well known in the queuing literature, to branching processes. © Institute of Mathematical Statistics, 2013.

[1]  Thomas Duquesne,et al.  Random Trees, Levy Processes and Spatial Branching Processes , 2002 .

[2]  Anthony Unwin,et al.  Reversibility and Stochastic Networks , 1980 .

[3]  P. Billingsley,et al.  Convergence of Probability Measures , 1969 .

[4]  S. Taylor,et al.  LÉVY PROCESSES (Cambridge Tracts in Mathematics 121) , 1998 .

[5]  S. Grishechkin On a relationship between processor-sharing queues and Crump–Mode–Jagers branching processes , 1992, Advances in Applied Probability.

[6]  Amaury Lambert,et al.  Proof(s) of the Lamperti representation of Continuous-State Branching Processes , 2008, 0802.2693.

[7]  V. Limic A LIFO queue in heavy traffic , 2001 .

[8]  Feller William,et al.  An Introduction To Probability Theory And Its Applications , 1950 .

[9]  S. Sagitov A key limit theorem for critical branching processes , 1995 .

[10]  Ruth J. Williams,et al.  Diffusion approximations for open multiclass queueing networks: sufficient conditions involving state space collapse , 1998, Queueing Syst. Theory Appl..

[11]  S. Sagitov General branching processes: Convergence to irzhina processes , 1994 .

[12]  A. Borodin On the character of convergence to Brownian local time. I , 1986 .

[13]  Gerry Leversha,et al.  Foundations of modern probability (2nd edn), by Olav Kallenberg. Pp. 638. £49 (hbk). 2002. ISBN 0 387 95313 2 (Springer-Verlag). , 2004, The Mathematical Gazette.

[14]  E. Perkins,et al.  Weak invariance principles for local time , 1982 .

[15]  D. Khoshnevisan An embedding of compensated compound Poisson processes with applications to local times , 1993 .

[16]  D. Ray Sojourn times of diffusion processes , 1963 .

[17]  Amaury Lambert,et al.  Population Dynamics and Random Genealogies , 2008 .

[18]  John Lamperti,et al.  The Limit of a Sequence of Branching Processes , 1967 .

[19]  A. Lambert THE CONTOUR OF SPLITTING TREES IS A LÉVY PROCESS , 2007, 0704.3098.

[20]  P. Révész,et al.  On strong invariance for local time of partial sums , 1985 .

[21]  F. Knight,et al.  Random walks and a sojourn density process of Brownian motion , 1963 .

[22]  J. Doob Stochastic processes , 1953 .

[23]  S. Ethier,et al.  Markov Processes: Characterization and Convergence , 2005 .

[24]  Amber L. Puha,et al.  THE FLUID LIMIT OF A HEAVILY LOADED PROCESSOR SHARING QUEUE , 2002 .

[25]  A. Borodin On the character of convergence to Brownian local time. II , 1986 .

[26]  Robert M. Blumenthal Excursions of Markov Processes , 1991 .

[27]  Andrei N. Borodin,et al.  On the Asymptotic Behavior of Local Times of Recurrent Random Walks with Finite Variance , 1982 .

[28]  Philippe Robert Stochastic Networks and Queues , 2003 .

[29]  D. Kendall Some Problems in the Theory of Queues , 1951 .

[30]  I. Helland Continuity of a class of random time transformations , 1978 .

[31]  Maury Bramson,et al.  State space collapse with application to heavy traffic limits for multiclass queueing networks , 1998, Queueing Syst. Theory Appl..

[32]  A. Shiryaev,et al.  Limit Theorems for Stochastic Processes , 1987 .

[33]  H. C. Gromoll Diffusion approximation for a processor sharing queue in heavy traffic , 2004, math/0405298.

[34]  Ward Whitt,et al.  Some Useful Functions for Functional Limit Theorems , 1980, Math. Oper. Res..

[35]  John Lamperti,et al.  Continuous state branching processes , 1967 .

[36]  O. Kallenberg Foundations of Modern Probability , 2021, Probability Theory and Stochastic Modelling.

[37]  A. Grimvall On the transition from a Markov chain to a continuous time process , 1973 .

[38]  A. Wakolbinger,et al.  From exploration paths to mass excursions – variations on a theme of Ray and Knight , 2011 .