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A survey of retrial queues

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Abstract

We present a survey of the main results and methods of the theory of retrial queues, concentrating on Markovian single and multi-channel systems. For the single channel case we consider the main model as well as models with batch arrivals, multiclasses, customer impatience, double connection, control devices, two-way communication and buffer. The stochastic processes arising from these models are considered in the stationary as well as the nonstationary regime. For multi-channel queues we survey numerical investigations of stationary distributions, limit theorems for high and low retrial intensities and heavy and light traffic behaviour.

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References

On single-channel retrial queues and related work

  1. A.M. Aleksandrov, A queueing system with repeated orders, Eng. Cybernet. Rev. 12 (3) (1974) 1–4.

    Google Scholar 

  2. Q.H. Choo, The interaction of theory and simulation in queueing analysis, Ph.D. Thesis, Chelsea College, University of London (1978).

  3. Q.H. Choo and B. Conolly, New results in the theory of repeated orders queueing systems, J. Appl. Probab. 16 (1979) 631–640.

    Google Scholar 

  4. J.W. Cohen, Basic problems of telephone traffic theory and the influence of repeated calls, Philips Telecom. Rev. 18 (2) (1957) 49–100.

    Google Scholar 

  5. B.W. Conolly, Letter to the Editor, J. Appl. Probab. 19 (1982) 904–905.

    Google Scholar 

  6. B.N. Dimitrov and P.R. Ruskov, A discrete model of a single-line queue with repeated calls, in:Proc. 14th Spring Conf. of the Union of Bulgarian Mathematicians, Sunny Beach, April 6–9, 1985 (Sofia, Bulgarian Academy of Science, (1985) (in Russian).

    Google Scholar 

  7. A.N. Dudin, On a queue with repeated calls and changing operating conditions, Paper #293-85, All-Union Institute for Scientific and Technical Information, Moscow (1985) (in Russian).

    Google Scholar 

  8. G.I. Falin, Multi-phase servicing in a single-channel system for automation of experiments with repeated calls, in:Problems of Automation of Scientific Investigations in Radio Engineering and Electronics (USSR Academy of Science, Moscow, 1975).

    Google Scholar 

  9. G.I. Falin, Aggregate arrival of customers in one-line system with repeated calls, Ukrainian Math. J. 28 (1976) 437–440.

    Google Scholar 

  10. G.I. Falin, On the waiting time in a single-channel queueing system with secondary calls, Vestnik Moscow Univ. Ser. 15, Comput. Math. Cybernet. 4 (1977) 83–87.

    Google Scholar 

  11. G.I. Falin, The output flow of a single-line queueing system when there are secondary orders, Eng. Cybernet. Rev. 16 (5) (1978) 64–67.

    Google Scholar 

  12. G.I. Falin, Model of coupled switching in the presence of recurrent calls, Eng. Cybernet. Rev. 17 (1) (1979) 53–59.

    Google Scholar 

  13. G.I. Falin, A single-line system with secondary orders, Eng. Cybernet. Rev. 17 (2) (1979) 76–83.

    Google Scholar 

  14. G.I. Falin, Effect of the recurrent calls on output flow of a single channel system of mass service, Eng. Cybernet. Rev. 17 (4) (1979) 99–103.

    Google Scholar 

  15. G.I. Falin, AnM/M/1 queue with repeated calls in the presence of persistence function, Paper #1606-80, All-Union Institute for Scientific and Technical Information, Moscow (1980) (in Russian).

    Google Scholar 

  16. G.I. Falin, AnM/G/1 system with repeated calls in heavy traffic, Vestnik Moscow Univ. Ser. 1, Math. Mech. 6 (1980) 48–50.

    Google Scholar 

  17. G.I. Falin, Computation of a traffic of a telephone used by many subscribers, Vestnik Moscow Univ. Ser. 15, Comput. Math. Cybernet. 2 (1981) 59–62.

    Google Scholar 

  18. G.I. Falin, Functioning under nonsteady conditions of a single-channel system with group arrival of requests and repeated calls, Ukrainian Math. J. 33 (1981) 429–432.

    Google Scholar 

  19. G.I. Falin, The influence of inhomogeneity of the composition of subscribers on the functioning of telephone systems with repeated calls, Eng. Cybernet. Rev. 21 (6) (1983) 21–25.

    Google Scholar 

  20. G.I. Falin, Asymptotic properties of the number of demands distribution in anM/G/1/∞ queueing system with repeated calls, Paper #5418-83, All-Union Institute for Scientific and Technical Information, Moscow (1983) (in Russian).

    Google Scholar 

  21. G.I. Falin, Continuous approximation for a single server system with an arbitrary service time under repeated calls, Eng. Cybernet. Rev. 22 (2) (1984) 66–71.

    Google Scholar 

  22. G.I. Falin, Quasi-input process in theM/G/1/∞ queue, Adv. Appl. Probab. 16 (1984) 695–696.

    Google Scholar 

  23. G.I. Falin, A probabilistic model for investigation of load of subscriber's lines with waiting places, in:Probability Theory, Stochastic Processes and Functional Analysis (Moscow State University, Moscow, 1985).

    Google Scholar 

  24. G.I. Falin and Yu.I. Sukharev, On single-line queues with double connections, Paper #6582-85, All-Union Institute for Scientific and Technical Information, Moscow (1985)(in Russian).

    Google Scholar 

  25. G.I. Falin, On waiting time process in single-line queues with repeated calls, J. Appl. Probab. 23 (1986) 185–192.

    Google Scholar 

  26. G.I. Falin, On ergodicity of multichannel queueing systems with repeated calls, Sov. J. Comput. Syst. Sci. 25 (1) (1987) 60–65.

    Google Scholar 

  27. G.I. Falin, Single-line repeated orders queueing systems, Mathematische Operationsforschung und Statistik, Optimization 5 (1986) 649–667.

    Google Scholar 

  28. G.I. Falin, Estimations of error in approximation of countable Markov chains associated with models of repeated calls, Vestnik Moscov. Univ. Ser. 1, Math. Mech. 2 (1987) 12–15.

    Google Scholar 

  29. G.I. Falin, On a multiclass batch arrival retrial queue, Adv. Appl. Probab. 20 (1988) 483–487.

    Google Scholar 

  30. G.I. Falin, On the quasi-input process for theM/G/1/∞ queueing system, Ukrainian Math. J. 40 (1988) 226–229.

    Google Scholar 

  31. G.I. Falin, On virtual waiting time in retrial queues, Vestnik Moscow Univ. Ser. 1, Math. Mech., to appear.

  32. G. Fayolle, A simple telephone exchange with delayed feedbacks, in:Teletraffic Analysis and Computer Performance Evaluation, eds. O.J. Boxma, J.W. Cohen and H.C. Tijms (Elsevier Science, 1986).

  33. B.S. Greenberg, Queueing systems with returning customers and the optimal order of tandem queues, Ph.D. Thesis, University of California, Berkeley (1986).

    Google Scholar 

  34. B.S. Greenberg,M/G/1 queueing systems with returning customers, J. Appl. Probab. 26 (1989) 152.

    Google Scholar 

  35. B.S. Greenberg and R.W. Wolff, An upper bound on the performance of queues with returning customers, J. Appl. Probab. 24 (1987) 466–475.

    Google Scholar 

  36. S.A. Greeschechkin, Branching processes and queues with repeated calls or random service, Theory of Probability and its Applications, to appear.

  37. T. Hanschke, A model for planning switching networks, in:Operations Research Proceedings 1984 (Springer, Berlin/Heidelberg, 1985).

    Google Scholar 

  38. T. Hanschke, TheM/G/1/1 queue with repeated attempts and different types of feedback effects, OR Spektrum 7 (1985) 209–215.

    Google Scholar 

  39. T. Hanschke, A computational procedure for the variance of the waiting time in theM/M/1/1 queue with repeated calls, in:Operations Research Proceedings 1985 (Springer, Berlin/Heidelberg, 1986).

    Google Scholar 

  40. I.I. Homitchkov, A model of a route of a circuit switching network with repeated calls, in:Mathematics and Software for Systems of Automatic Design of Networks (Mari State University, Oshkar-Ola, 1985)(in Russian).

    Google Scholar 

  41. I.I. Homitchkov, Generating functions of state probabilities of a single-line queue with repeated calls, Vestnik Beloruss. Univ. Ser. 1, 1 (1987) 51–55 (in Russian).

    Google Scholar 

  42. I.I. Homitchkov, A model of local area computer network with random multiple access, Automatics and Telemechanics 1 (1987) 58–62 (in Russian).

    Google Scholar 

  43. I.I. Homitchkov, Single-line queue with repeated calls and Cox input process of second order, Vestnik Belorus. Univ. 1 (1988) 70–71 (in Russian).

    Google Scholar 

  44. I.I. Homitchkov, Computing the characteristics of a queueing system with repeated units and twin connections, Automatics and Telemechanics 4 (1988) 77–84 (in Russian).

    Google Scholar 

  45. J.J. Hunter, The non-renewal nature of the quasi-input process in theM/G/1/∞ queue, J. Appl. Probab. 23 (1986) 803–811.

    Google Scholar 

  46. G.L. Jonin and J.J. Sedol, Investigation of telephone systems with repeated calls, Latvian Math. Yearbook 7 (1970) 71–83.

    Google Scholar 

  47. G.L. Jonin and J.J. Sedol,Tables of Probabilistic Characteristics of Fully Available Trunk Groups in the Case of Repeated Calls (Moscow, 1970).

  48. G.L. Jonin and J.J. Sedol, Telephone systems with repeated calls,Proc. 6th Int. Teletraffic Congress (1970) pp. 435/1–435/5.

  49. G.L. Jonin, A single-line system with repeated calls, in:Scientific and Technical Conf. for Problems of Information Networks and Automatic Switching, Thesis of Reports (Moscow, 1971).

  50. G.L. Jonin and N.M. Brezgunova, One-line system with repeated calls in the case of Γ-distributed occupation time, Latvian Math. Yearbook 11 (1972) 65–71.

    Google Scholar 

  51. G.L. Jonin, J.J. Sedol and A.V. Kibild, General queueing model with repeated calls, in:Information Networks and Automatic Switching, 3rd All-Union Scientific and Technical Conference, Thesis of Reports (Moscow, 1975)(in Russian).

  52. G.L. Jonin, An investigation of single-line queues with repeated calls under independent discrete check of channel state, Latvian Math. Yearbook 24 (1980) 204–209.

    Google Scholar 

  53. G.L. Jonin, An investigation of single-line queues with repeated calls under service without interruption and with independent discrete check of channel state, in:Models of Information Networks and Switching Systems (Moscow, 1982).

  54. G.L. Jonin, Determination of probabilistic characteristics of single-line queues with double connections and repeated calls, in:Models of Systems of Distribution of Information and Its Analysis (Moscow, 1982).

  55. V.A. Kapyrin, A study of the stationary characteristics of a queueing system with recurring demands, Cybernetics 13 (1977) 584–590.

    Google Scholar 

  56. J. Keilson, J. Cozzolino and H. Young, A service system with unfilled requests repeated, Oper. Res. 16 (1968) 1126–1137.

    Google Scholar 

  57. A.G. de Kok, Computational methods for single server systems with repeated attempts, Report #89, Interfaculteit der Actuariële Wetenschappen en Econometrie, Amsterdam (1982).

  58. A.G. de Kok, Algorithmic methods for single server systems with repeated attempts, Statistica Neerlandica 38 (1984) 23–32.

    Google Scholar 

  59. Y.N. Kornishov, Calculation of coupled switching, Trudy Utchebnih Institutov Svyasi 37 (1968) 96–104 (in Russian).

    Google Scholar 

  60. Y.N. Kornishov, Repeated calls in a trunk-line, Elektrosvyaz 1 (1974) 35–41 (in Russian).

    Google Scholar 

  61. Y.N. Kornishov, A single-line queue with repeated calls and advance service, Izv. ANSSSR. Tekhn. Kibernetika 2 (1977) 83–88 (in Russian).

    Google Scholar 

  62. Y.N. Kornishov and A.M. Zelinskiy, Analysis of subscriber's line states, in:Information Networks and its Analysis (Moscow, 1978) (in Russian).

  63. Y.N. Kornishov, A single-line queue with heterogeneity repeated calls, in:Teletraffic Theory and Networks with Controlled Elements (Moscow, 1980)(in Russian).

  64. V.G. Kulkarni, Letter to the Editor, J. Appl. Probab. 19 (1982) 901–904.

    Google Scholar 

  65. V.G. Kulkarni, On queueing systems with retrials, J. Appl. Probab. 20 (1983) 380–389.

    Google Scholar 

  66. V.G. Kulkarni, A game theoretic model for two types of customers competing for service, Oper. Res. Lett. 2 (1983) 119–122.

    Google Scholar 

  67. V.G. Kulkarni, Expected waiting times in a multiclass batch arrival retrial queue, J. Appl. Probab. 23 (1986) 144–159.

    Google Scholar 

  68. J. Lubacz and J. Roberts, A new approach to the single server repeat attempts system with balking,Proc. 3rd Int. Seminar on Teletraffic Theory, Moscow (1984) pp. 290–293.

  69. B. Pourbabai, Analysis of aG/M/K/0 queueing system with heterogeneous servers and retrials, Int. J. Syst. Sci. 18 (1987) 985–992.

    Google Scholar 

  70. G.E. Ridout, A study of retrial queueing systems with buffers, M.A.Sc. Thesis, Department of Industrial Engineering, University of Toronto (1984).

  71. P. Ruskov, K. Yanev, B. Dimitrov and K. Boyanov, A model for investigating local area computer networks, Control Systems and Machines 5 (1984) 37–40.

    Google Scholar 

  72. S.N. Stepanov, Moments of overload traffic for single-line queues with repeated calls, Izv. AN SSSR. Tekhn. Kibernetika 1 (1977) 88–93.

    Google Scholar 

  73. S.N. Stepanov, The correlation function of a single-line queue with repeated attempts and its application to load measurement, in:Methods and Structures of Teletraffic Systems (Moscow, 1979)(in Russian).

  74. Yu.I. Sukcharev, Calculation of probabilistic characteristics ofM/G/1/∞ queues with repeated calls in the presence of network blocking, Paper #6258-84, All-Union Institute for Scientific and Technical Information, Moscow (1984)(in Russian).

    Google Scholar 

  75. T. Yang and J.G.C. Templeton, A survey on retrial queues, Queueing Systems 2 (1987) 203–233.

    Google Scholar 

  76. A.M. Zelinskiy and Y.N. Kornishov, Equivalent models of a system with repeated calls, Trudy Utchebnih. Institutov Svyazi 80 (1976) 37–42 (in Russian).

    Google Scholar 

  77. A.M. Zelinskiy and Y.N. Kornishov, Two models of a system with repeated calls, Elektrosvyaz 1 (1978) 60–63 (in Russian).

    Google Scholar 

On multi-channel retrial queues

  1. G. Bretschneider, Repeated calls with limited repetition probability,Proc. 6th Int. Teletraffic Congress, Munich (1970) pp. 431/1–434/5.

  2. N. Deul, Stationary conditions for multiserver queueing systems with repeated calls, Elektronische Informationsverarbeitung und Kybernetik 10–12 (16) (1980) 607–613.

    Google Scholar 

  3. A. Elldin, Approach to the theoretical description of repeated call attempts, Ericsson Technics 23 (3) (1967) 346–407.

    Google Scholar 

  4. G.I. Falin, Not completely accessible schemes with allowance for repeated calls, Eng. Cybernet. Rev. 18 (5) (1980) 56–63.

    Google Scholar 

  5. G.I. Falin, Switching systems with allowance for repeated calls, Probl. Inform. Transmission 16(1980) 145–151.

    Google Scholar 

  6. G.I. Falin, Repeated calls in structurally complex systems, Eng. Cybernet. Rev. 18 (6) (1980) 46–51.

    Google Scholar 

  7. G.I. Falin, Investigation of weakly loaded switching systems with repeated calls, Eng. Cybernet. Rev. 19 (3) (1981) 69–73.

    Google Scholar 

  8. G.I. Falin, State consolidation in symmetrical partially accessible circuits, Probl. Control Inform. Theory 11 (1982) 3–12.

    Google Scholar 

  9. G.I. Falin, Calculation of probabilistic characteristics of a multi-channel queue with repeated calls, Vestnik Mosk. Univ. Ser. 15, Vychisl. Mat. Cybernet. 1 (1983) 35–41.

    Google Scholar 

  10. G.I. Falin, On the accuracy of a numerical method of calculation of characteristics of systems with repeated calls, Elektrosvyaz 8 (1983) 35–36.

    Google Scholar 

  11. G.I. Falin, On sufficient conditions for ergodicity of multi-channel queueing systems with repeated calls, Adv. Appl. Probab. 16 (1984) 447–448.

    Google Scholar 

  12. G.I. Falin, Double-channel queueing system with repeated calls, Paper #4221-84, All-Union Institute for Scientific and Technical Information, Moscow (1984).

    Google Scholar 

  13. G.I. Falin, Multilinear completely accessible systems with repeated calls in heavy traffic, Vestnik Moskov Univ. Ser. 15, Vychisl. Mat. Kibernet. 3 (1984) 66–69.

    Google Scholar 

  14. G.I. Falin, Asymptotic investigation of fully available switching systems with high repetition intensity of blocked calls, Mosc. Univ. Math. Bull. 39 (6) (1984) 72–77 [Transl. from Vestn. Mosc. Univ. Ser. 1, no. 6 (1984) 49–53].

    Google Scholar 

  15. G.I. Falin, Limit theorems for queueing systems with repeated calls,4th Int. Vilnius Conf. on Probability Theory and Mathematical Statistics, Abstracts of Communications, Vol. 3, Vilnius, USSR (1985).

  16. G.I. Falin, On heavily loaded systems with repeated calls, Sov. J. Comput. Syst. Sci. 24 (4) (1986) 124–128 [Transi, from Izv. Akad. Nauk SSSR. Tekn. Kibern. (1986) 180–184].

    Google Scholar 

  17. G.I. Falin, Multichannel queueing systems with repeated calls under high intensity of repetition, J. Inform. Processing Cybernet. 1 (1987) 37–47.

    Google Scholar 

  18. G.I. Falin, Comparability of migration processes, Probab. Theory Appl. 2 (1986) 392–396.

    Google Scholar 

  19. G.I. Falin and Yu.I. Suharev, Singular perturbed equations and asymptotic investigation of stationary characteristics of retrial queues, Vestnik Moskow Univ. Ser. 1, Math. Mech. 5 (1988) 7–10.

    Google Scholar 

  20. G.I. Falin, Theorems of ergodicity and stability for retrial queues, Ukrainian Math. J., to appear.

  21. B.S. Greenberg and R.W. Wolff, An upper bound on the performance of queues with returning customers, J. Appl. Probab. 24 (1987) 466–475.

    Google Scholar 

  22. T. Hanschke, Die von Bretschneider, Cohen und Schwartzbart/Puri entwickelte Warteschlangenmodelle mit wiederholten Versuchen: eine Methode zur Berechnung der ergodischen Projektion ihrer Markovschen Warteprozesse und die Simulation der Wartezeiten, Fakultät für Mathematik der Universität Karlsruhe (1978).

  23. T. Hanschke, Explicit formulas for the characteristics of theM/M/2/2 queue with repeated attempts, J. Appl. Probab. 24 (1987) 486–494.

    Google Scholar 

  24. G.L. Jonin and J.J. Sedol, Full-availability groups with repeated calls and time of advanced service,Proc. 7th Int. Teletraffic Congress, Stockholm (1973) pp. 137/1–137/4.

  25. Yu.N. Kornishov, Waiting positions for overloading trunks, Elektrosvyaz 7 (1974) 32–39.

    Google Scholar 

  26. C.E.M. Pearce, On the problem of re-attempted calls in teletraffic, Commun. Statist.-Stochastic Models 3 (3) (1987) 393–407.

    Google Scholar 

  27. J. Riordan,Stochastic Service Systems (Wiley, New York, 1962).

    Google Scholar 

  28. S.N. Stepanov,Numerical Methods of Calculation for Systems with Repeated Calls (Nauka, Moscow, 1983).

    Google Scholar 

  29. S. Stepanov, Optimal calculation of characteristics of models with repeated calls,Proc. 12th Int. Teletraffic Congress, Torino (1988).

  30. R.I. Wilkinson, Theories for toll traffic engineering in the USA, Bell Syst. Techn. J. 35 (2) (1956) 421–507.

    Google Scholar 

  31. R. Wilkinson and R. Radnik, Customers' retrials in toll circuit operation,IEEE Int. Conf. on Communications (1968).

  32. R.W. Wolff,Stochastic Modeling and the Theory of Queues (Prentice-Hall, Englewood Cliffs, NJ, 1989).

    Google Scholar 

  33. A.M. Zelinskiy and Yu.N. Kornishev, Two models of a system with repeated calls, Elektrosvyaz 1 (1978) 60–63.

    Google Scholar 

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Falin, G. A survey of retrial queues. Queueing Syst 7, 127–167 (1990). https://doi.org/10.1007/BF01158472

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