Article ID: | iaor201111031 |
Volume: | 217 |
Issue: | 2 |
Start Page Number: | 357 |
End Page Number: | 370 |
Publication Date: | Mar 2012 |
Journal: | European Journal of Operational Research |
Authors: | Aalto Samuli, Hyyti Esa, Penttinen Aleksi |
Keywords: | queues: applications, scheduling, combinatorial optimization |
We consider the dispatching problem in a size‐ and state‐aware multi‐queue system with Poisson arrivals and queue‐specific job sizes. By size‐ and state‐awareness, we mean that the dispatcher knows the size of an arriving job and the remaining service times of the jobs in each queue. By queue‐specific job sizes, we mean that the time to process a job may depend on the chosen server. We focus on minimizing the mean sojourn time (i.e., response time) by an MDP approach. First we derive the so‐called size‐aware relative values of states with respect to the sojourn time in an M/G/1 queue operating under FIFO, LIFO, SPT or SRPT disciplines. For FIFO and LIFO, the size‐aware relative values turn out to be insensitive to the form of the job size distribution. The relative values are then exploited in developing efficient dispatching rules in the spirit of the first policy iteration.