Nokia Corporation

Nokia Solutions and Networks Oy

Lóránt Farkas

Jukka Kalevi Nurminen

Gábor Sörös

Csaba Mate Jozsa

Kálmán Marossy

Balåzs Bakos

Disclosed is a method comprising: creating a first structure graph whose nodes represent points of a first structure map, the nodes being associated with state vectors obtained using feature vectors of the points of the first structure map; creating a first RF graph having nodes representing points of a respective first RF map; creating a first input graph from the first structure graph and the first RF graph; updating state vectors of the nodes of the first input graph; creating an output graph whose nodes represent target spatial points of the environment; connecting the output graph with at least the first input graph; updating the state vectors of the output graph; inputting the state vectors of the output graph to a trained machine learning model to obtain a prediction of a signal propagation characteristic at the target points.

Radio signal prediction in an environment

Systems and methods employable, for example, in performing various operations in a network environment (e.g., a peer-to-peer environment). Such operations can include, for example, searching for downloadable entities, conveying information regarding available entities, conveying information regarding nodes, handling node registration, handling node deregistration, handling node deactivation, handling node activation, performing reclustering, and/or the like.

System and method for data handling a network environment

Growing community of inventors

Budapest, Hungary

Lóránt Farkas