ALEXANDRIA, Va., March 31 -- United States Patent no. 12,592,953, issued on March 31, was assigned to Telefonaktiebolaget LM Ericsson (publ) (Stockholm).

"Methods and apparatuses for detecting and localizing faults using machine learning models" was invented by Tahar Zanouda (Solna, Sweden), Saranya Govindaraj (Sollentuna, Sweden), Dominik Budyn (Dobczyce, Poland) and Martin Rydar (Yokohama, Japan).

According to the abstract* released by the U.S. Patent & Trademark Office: "A method of pre-processing data for use in training one or more machine learning, ML, models for use in detecting anomalies occurring during execution of one or more procedures at a plurality of network nodes in a network, includes: obtaining procedure level time serie...