Optimal Control of Multiple-Facility Queueing Systems

Shone, Robert (2013) Optimal Control of Multiple-Facility Queueing Systems. In: EURO 26, Joint EURO-INFORMS Conference, 2013-07-012013-07-04.

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Abstract

In this talk we consider queueing systems which are subject to control (e.g. admission control, routing control) by an external decision-maker. These systems can be modelled using Markov Decision Processes (MDPs), and our aim is to determine an optimal "policy" which specifies the most advantageous decisions to be taken. We discuss how the techniques of stochastic dynamic programming can be used to compute optimal policies, and how the "adaptive" methods of reinforcement learning can be used to find near-optimal solutions when the dimensionality of the problem becomes too large.

Item Type:
Contribution to Conference (Other)
Journal or Publication Title:
EURO 26, Joint EURO-INFORMS Conference
ID Code:
139694
Deposited By:
Deposited On:
06 Jan 2020 10:25
Refereed?:
No
Published?:
Published
Last Modified:
11 Jul 2020 01:42