Abstract
In this paper, we consider a d-node GI|GI|1 tandem queue with i.i.d. inter-arrival process and service processes that are independent of each other. Our main interest is to estimate the probability to reach a high level N in a busy cycle of the system using simulation. As crude simulation does not give a sufficient precision in reasonable time, we use importance sampling. We introduce a method to find a state-independent change of measure and we show that this is equivalent to a change of measure that was earlier, but implicitly, described by Parekh and Walrand [8]. We also show that this change of measure is the only exponential state-independent change of measure that may result in an asymptotically efficient estimator. Lastly, we provide necessary conditions for this state-independent change of measure to give an asymptotically efficient estimator.
| Original language | English |
|---|---|
| Pages (from-to) | 131-156 |
| Number of pages | 26 |
| Journal | Probability in the engineering and informational sciences |
| Volume | 34 |
| Issue number | 1 |
| Early online date | 5 Nov 2018 |
| DOIs | |
| Publication status | Published - 1 Jan 2020 |
Keywords
- UT-Hybrid-D
- Tandem queue
- Rare event simulation
- Importance sampling
- GI|GI|1 queue