Conference papers
| Title of the paper | Reinforcement Learning Call Control in Variable Capacity Links | | Author(s) | A. Pietrabissa | | Location | Marrakech, Morocco | | Date | 23-25 June 2010 | | Link to event page | 18th Mediterranean Conference on Control and Automation | | Abstract | This paper defines a Reinforcement Learning (RL) approach to call control algorithms in links with variable capacity supporting multiple classes of service. The novelties of the document are the following: i) the problem is modeled as a constrained Markov Decision Process (MDP); ii) the constrained MDP is solved via a RL algorithm by using the Lagrangian approach and state aggregation. The proposed approach is capable of controlling class-level quality of service in terms of both blocking and dropping probabilities. Numerical simulations show the effectiveness of the approach. | | Download link | http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=05547750 |
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