Reduced-state SARSA with channel reassignment for dynamic channel allocation in cellular mobile networks

N Lilith, K Dogançay - … and Networking-ICT 2004: 11th International …, 2004 - Springer
This paper proposes a novel solution to the dynamic channel allocation problem in cellular
telecommunication networks featuring user mobility and call handoffs. We investigate the …

Reduced-state SARSA featuring extended channel reassignment for dynamic channel allocation in mobile cellular networks

N Lilith, K Dogançay - International Conference on Networking, 2005 - Springer
This paper introduces a reinforcement learning solution to the problem of dynamic channel
allocation for cellular telecommunication networks featuring either uniform or non-uniform …

Distributed reduced-state SARSA algorithm for dynamic channel allocation in cellular networks featuring traffic mobility

N Lilith, K Dogancay - IEEE International Conference on …, 2005 - ieeexplore.ieee.org
This paper presents a distributed reinforcement learning solution to the problem of dynamic
channel allocation for cellular telecommunication networks in the presence of mobile call …

Dynamic channel allocation for mobile cellular traffic using reduced-state reinforcement learning

N Lilith, K Dogancay - 2004 IEEE Wireless Communications …, 2004 - ieeexplore.ieee.org
This paper presents a reduced-state reinforcement learning solution to the dynamic channel
allocation problem in cellular telecommunication networks featuring mobile traffic and call …

A Q-learning-based dynamic channel assignment technique for mobile communication systems

J Nie, S Haykin - IEEE Transactions on Vehicular Technology, 1999 - ieeexplore.ieee.org
This paper deals with the problem of channel assignment in mobile communication systems.
In particular, we propose an alternative approach to solving the dynamic channel …

[PDF][PDF] New Channel Assignments in Cellular Networks: A Reinforcement Learning Solution

SM Senouci, G Pujolle - Asian Journal of Information Technology (AJIT …, 2003 - senouci.net
The optimization of channel assignment in cellular networks is a very complex optimization
problem and it becomes more difficult when the network handles different classes of traffic …

A dynamic channel assignment policy through Q-learning

J Nie, S Haykin - IEEE Transactions on Neural Networks, 1999 - ieeexplore.ieee.org
One of the fundamental issues in the operation of a mobile communication system is the
assignment of channels to cells and to calls. This paper presents a novel approach to …

Distributed dynamic call admission control and channel allocation using sarsa

N Lilith, K Dogancay - 2005 Asia-Pacific Conference on …, 2005 - ieeexplore.ieee.org
This paper introduces novel reinforcement learning agent-based solutions to the problems
of call admission control (CAC) and dynamic channel allocation (DCA) in multi-cellular …

Dynamic channel assignment in cellular networks: a reinforcement learning solution

SM Senouci, G Pujoile - 10th International Conference on …, 2003 - ieeexplore.ieee.org
The optimization of channel assignment in cellular networks is a very complex optimization
problem and it becomes more difficult when the network handles different classes of traffic …

Dynamic channel assignment in mobile communications based on genetic algorithms

MAC Lima, AFP Araujo… - The 13th IEEE International …, 2002 - ieeexplore.ieee.org
We investigate dynamic channel assignment (DCA) in mobile communications systems
using genetic algorithms (GA). Two new strategies using GA are proposed. In the first …