Using Machine Learning

Abstract: The Gamer's Non-public Network (GPN) is a client/server technology created by WTFast for making the network efficiency of on-line video games quicker and extra dependable. GPN s use center-mile servers and proprietary algorithms to higher join online video-recreation gamers to their recreation's servers across a wide-area community. Online games are a large leisure market and network latency is a key aspect of a player's competitive edge. This market means many alternative approaches to community structure are applied by totally different competing companies and that these architectures are continually evolving. Making certain the optimal connection between a client of WTFast and the web sport they wish to play is thus an incredibly difficult downside to automate. Utilizing machine studying, we analyzed historical network knowledge from GPN connections to explore the feasibility of community latency prediction which is a key part of optimization. i'm just here to blog Our subsequent step will likely be to collect dwell information (including client/server load, packet and port data and particular game state data) from GPN Minecraft servers and bots. We'll use this info in a Reinforcement Studying mannequin together with predictions about latency to change the purchasers' and servers' configurations for optimal network efficiency. These investigations and experiments will improve the standard of service and reliability of GPN systems.