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"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 ,

British researchers develop AI to determine necessity of future bank bailouts

British researchers say they have developed an AI tool that calculates whether it would be worth it to bail out a failing bank. ....

Neofytos Rodosthenous , University College London , Nature Communications , European Banking Authority , Markov Decision Process , Artificial Intelligence , Machine Learning , Crisis Management ,

AI tool predicts when bank should be bailed out

AI tool predicts when bank should be bailed out
miragenews.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from miragenews.com Daily Mail and Mail on Sunday newspapers.

United Kingdom , Daniele Petrone , Nature Communications , European Banking Authority , Queen Mary University Of London , Royal Bank , Queen Mary University , Neofytos Rodosthenous , Professor Vito Latora , Markov Decision Process ,

AI tool predicts when a bank should be bailed out

AI tool predicts when a bank should be bailed out
scienceblog.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from scienceblog.com Daily Mail and Mail on Sunday newspapers.

United Kingdom , Daniele Petrone , Nature Communications , European Banking Authority , Queen Mary University Of London , Royal Bank , Queen Mary University , Neofytos Rodosthenous , Professor Vito Latora , Markov Decision Process ,

The R&D Dept.: Local patent roundup for 8.10.22

This week's patents include a robotic cleaning device, a cable broom, malware detection and more. (BizSense Pro subscription required) ....

New York , United States , North Carolina , Virginia Commonwealth University , New Britain , San Francisco , New Jersey , South Carolina , Georgeh Williams Midlothian , Michaelp Baron , Andrewr Miksztal Palo , Mackenzie Sweeney Bristow , Philipj Hennessy Midlothian , Stephen Schneider Midlothian , Guoyan Xu Henrico , Mark Mendez Richmond , Chris Turner Aylett , Shunlin Ren Richmond , L Lee Saratoga , Christopher Ryan Newcomb , Anthonyt Bavuso Seaford , Josephe Remias Richmond , Williama Bubnis Mechanicsville , Christopher Marshall Glen Allen , David Rubli Revava , Matthewe Zacherle Chesterfield ,