Title :
Dynamically Tuning Aggression Levels for Capacity-Region-Aware Medium Access Control in Wireless Networks
Author :
Yi-Shing Liou ; Rung-Hung Gau ; Chung-Ju Chang
Author_Institution :
Dept. of Electr. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Abstract :
We propose adaptive capacity-region-aware algorithms for medium access control in wireless networks. In particular, the proposed algorithms are aware of the information-theoretic capacity region of a multiple access channel. According to the proposed algorithms, a node dynamically adjusts its channel access strategy based on the previous strategies of other nodes and the channel feedback. A strategy is composed of a transmission threshold and an aggression level. We propose symmetric learning algorithms for maximizing throughput. In addition, we propose asymmetric learning algorithms to strike a good balance between throughput and fairness. Furthermore, we propose novel methods to properly choose a finite number of available data transmission rates. We use both analytical results and simulation results to justify the usage of the proposed algorithms.
Keywords :
access protocols; authorisation; channel capacity; computer network security; learning (artificial intelligence); radio networks; wireless LAN; wireless channels; MAC protocols; WLAN; capacity-region-aware medium access control; channel access strategy; channel feedback; data transmission rates; dynamically tuning aggression levels; information theoretic capacity region; multiple access channel; symmetric learning algorithms; transmission threshold; wireless local area network; wireless networks; Algorithm design and analysis; Data communication; Heuristic algorithms; Media Access Protocol; Throughput; Wireless networks; Medium access control; capacity region; information theory; wireless networks;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2014.022014.122024