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Fork–join and redundancy systems with heavy-tailed job sizes

Author

Listed:
  • Youri Raaijmakers

    (Eindhoven University of Technology)

  • Sem Borst

    (Eindhoven University of Technology)

  • Onno Boxma

    (Eindhoven University of Technology)

Abstract

We investigate the tail asymptotics of the response time distribution for the cancel-on-start (c.o.s.) and cancel-on-completion (c.o.c.) variants of redundancy-d scheduling and the fork–join model with heavy-tailed job sizes. We present bounds, which only differ in the pre-factor, for the tail probability of the response time in the case of the first-come first-served discipline. For the c.o.s. variant, we restrict ourselves to redundancy-d scheduling, which is a special case of the fork–join model. In particular, for regularly varying job sizes with tail index- $$\nu $$ ν the tail index of the response time for the c.o.s. variant of redundancy-d equals - $$\min \{d_{\mathrm {cap}}(\nu -1),\nu \}$$ min { d cap ( ν - 1 ) , ν } , where $$d_{\mathrm {cap}} = \min \{d,N-k\}$$ d cap = min { d , N - k } , N is the number of servers and k is the integer part of the load. This result indicates that for $$d_{\mathrm {cap}} \frac{\nu }{\nu -1}$$ d cap > ν ν - 1 the job size component is dominant. Thus, having $$d = \lceil \min \{\frac{\nu }{\nu -1},N-k\} \rceil $$ d = ⌈ min { ν ν - 1 , N - k } ⌉ replicas is sufficient to achieve the optimal asymptotic tail behavior of the response time. For the c.o.c. variant of the fork–join ( $$n_{\mathrm {F}},n_{\mathrm {J}}$$ n F , n J ) model, the tail index of the response time, under some assumptions on the load, equals $$1-\nu $$ 1 - ν and $$1-(n_{\mathrm {F}}+1-n_{\mathrm {J}})\nu $$ 1 - ( n F + 1 - n J ) ν , for identical and i.i.d. replicas, respectively; here, the waiting time component is always dominant.

Suggested Citation

  • Youri Raaijmakers & Sem Borst & Onno Boxma, 2023. "Fork–join and redundancy systems with heavy-tailed job sizes," Queueing Systems: Theory and Applications, Springer, vol. 103(1), pages 131-159, February.
  • Handle: RePEc:spr:queues:v:103:y:2023:i:1:d:10.1007_s11134-022-09856-6
    DOI: 10.1007/s11134-022-09856-6
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    References listed on IDEAS

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    1. Serguei Foss & Andrew Richards, 2010. "On Sums of Conditionally Independent Subexponential Random Variables," Mathematics of Operations Research, INFORMS, vol. 35(1), pages 102-119, February.
    2. Mor Harchol-Balter, 2021. "Open problems in queueing theory inspired by datacenter computing," Queueing Systems: Theory and Applications, Springer, vol. 97(1), pages 3-37, February.
    3. A. P. Zwart, 2001. "Tail Asymptotics for the Busy Period in the GI/G/1 Queue," Mathematics of Operations Research, INFORMS, vol. 26(3), pages 485-493, August.
    4. Youri Raaijmakers & Sem Borst & Onno Boxma, 2019. "Redundancy scheduling with scaled Bernoulli service requirements," Queueing Systems: Theory and Applications, Springer, vol. 93(1), pages 67-82, October.
    5. Veraverbeke, N., 1977. "Asymptotic behaviour of Wiener-Hopf factors of a random walk," Stochastic Processes and their Applications, Elsevier, vol. 5(1), pages 27-37, February.
    6. Sergey Foss & Dmitry Korshunov, 2012. "On Large Delays in Multi-Server Queues with Heavy Tails," Mathematics of Operations Research, INFORMS, vol. 37(2), pages 201-218, May.
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    Cited by:

    1. Gorbunova, A.V. & Lebedev, A.V., 2023. "Nonlinear approximation of characteristics of a fork–join queueing system with Pareto service as a model of parallel structure of data processing," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 214(C), pages 409-428.

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