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NetStumbler

Download NetStumbler - Detect Wireless Local Area Networks (WLANs) using 802.11b, 802.11a and 802.11g. ....

Wireless Local Area Networks Wlans , Wireless Local Area Networks ,

"Reinforcement Learning Approaches to Improve Spatial Reuse in Wireless" by Yiwei Huang

The ubiquitous deployment of IEEE 802.11 based Wireless Local Area Networks (WLANs) or WiFi networks has resulted in dense deployments of Access Points (APs) in an effort to provide wireless links with high data rates to users. This, however, causes APs and users/stations to experience a higher interference level. This is because of the limited spectrum in which WiFi networks operate, resulting in multiple APs operating on the same channel. This in turn affects the signal-tonoise-plus interference ratio (SINR) at APs and users, leading to low data rates that limit their quality of service (QoS).
To improve QoS, interference management is critical. To this end, a key metric of interest is spatial reuse. A high spatial reuse means multiple transmissions are able to transmit concurrently, which leads to a high network capacity. One approach to optimize spatial reuse is by tuning the clear channel access (CCA) threshold employed by the carrier sense multiple access with collision avoida ....

Wireless Local Area Networks Wlans Or Wifi , Wireless Local Area Networks , Access Points , Medium Access , Channel Aggregation , Markov Decision Process , Reinforcement Learning ,