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| Content Provider | Springer Nature Link |
|---|---|
| Author | Whitt, Ward |
| Copyright Year | 2016 |
| Abstract | To better understand what stochastic model might be appropriate in applications with system data, we study the consequences of fitting a stationary birth-and-death (BD) process to the sample path of a periodic $$M_t/GI/\infty $$ model. The fitted BD process will necessarily have the correct steady-state distribution (appropriately defined), but will not have the correct transient behavior. Nevertheless, the fitted birth-rate and death-rate functions have structure determined by the $$M_t/GI/\infty $$ model that should be seen with data if the $$M_t/GI/\infty $$ model is appropriate. In this paper, we establish heavy-traffic fluid limits that yield explicit approximation formulas for the fitted birth-rate and death-rate functions that can help evaluate whether a periodic $$M_t/GI/\infty $$ model is appropriate. We also establish many-server heavy-traffic fluid limits for the steady-state distribution in the periodic $$M_t/GI/\infty $$ model. For the special case of sinusoidal arrival rates, the limiting steady-state distribution has an arcsine law. |
| Ending Page | 143 |
| Page Count | 33 |
| Starting Page | 111 |
| File Format | |
| ISSN | 02570130 |
| e-ISSN | 15729443 |
| Journal | Queueing Systems |
| Issue Number | 1-2 |
| Volume Number | 84 |
| Language | English |
| Publisher | Springer US |
| Publisher Date | 2016-07-20 |
| Publisher Place | New York |
| Access Restriction | One Nation One Subscription (ONOS) |
| Subject Keyword | Non-Markovian processes: estimation Periodic queues Many-server heavy-traffic limits Queues and service Systems Theory, Control Birth-and-death processes Functional limit theorems; invariance principles Probability Theory and Stochastic Processes Stochastic grey-box queueing models Periodic steady state Fitting birth-and-death processes to data Periodic arrival rates Operation Research/Decision Theory Supply Chain Management Continuous-time Markov processes on general state spaces Queueing theory Computer Communication Networks |
| Content Type | Text |
| Resource Type | Article |
| Subject | Statistics and Probability Management Science and Operations Research Computational Theory and Mathematics Computer Science Applications |
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