MACAW: a media access protocol for wireless LAN's
SIGCOMM '94 Proceedings of the conference on Communications architectures, protocols and applications
Planning and acting in partially observable stochastic domains
Artificial Intelligence
A rate-adaptive MAC protocol for multi-Hop wireless networks
Proceedings of the 7th annual international conference on Mobile computing and networking
Markov Decision Processes: Discrete Stochastic Dynamic Programming
Markov Decision Processes: Discrete Stochastic Dynamic Programming
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
An epsilon-Optimal Grid-Based Algorithm for Partially Observable Markov Decision Processes
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
On improving the performance of IEEE 802.11 with relay-enabled PCF
Mobile Networks and Applications
To Forward or not to Forward --- that is the Question
Wireless Personal Communications: An International Journal
CoopMAC: A Cooperative MAC for Wireless LANs
IEEE Journal on Selected Areas in Communications
SI-CCMAC: sender initiating concurrent cooperative MAC for wireless LANs
WiOPT'09 Proceedings of the 7th international conference on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks
Mobility impact on centralized selection of mobile relays
CCNC'10 Proceedings of the 7th IEEE conference on Consumer communications and networking conference
Collaborative Relaying Strategies in Autonomic Management of Mobile Robotics
Wireless Personal Communications: An International Journal
Hi-index | 0.00 |
In wireless LANs, one of the main concerns is throughput performance. When there is only one Access Point (AP) in a wireless LAN, the bottleneck is normally at the region near the AP. In this paper, we propose CCMAC, a coordinated cooperative MAC for wireless LANs. It is designed to improve the throughput performance in the region near the AP through cooperative communication, where data is forwarded through a two-hop high data-rate link instead of a low data-rate direct link. Furthermore, it can coordinate nodes to perform concurrent transmissions in order to further increase throughput. This coordination is done by modeling the problem as a POMDP (Partially Observable Markov Decision Process) and using a Reinforcement Learning (RL) algorithm to solve it. Through analysis and simulation, we show that CCMAC can significantly shorten the transmission time for stations with low data rate links to the AP and it has better throughput performance than other MAC protocols, such as CoopMAC and legacy IEEE 802.11.