US 12,425,289 B2
Historical data transfer to agent in a multi-agent system for an action controlling performance of the multi-agent system
Athanasios Karapantelakis, Solna (SE); Maxim Teslenko, Sollentuna (SE); Ahmet Cihat Baktir, Istanbul Küçükçekmece (AR); Marin Orlic, Bromma (SE); Leonid Mokrushin, Uppsala (SE); Marios Daoutis, Bromma (SE); Aneta Vulgarakis Feljan, Stockholm (SE); Alexandros Nikou, Danderyd (SE); and Lackis Eleftheriadis, Valbo (SE)
Assigned to TELEFONAKTIEBOLAGET LM ERICSSON (PUBL), Stockholm (SE)
Appl. No. 18/282,019
Filed by Telefonaktiebolaget LM Ericsson (publ), Stockholm (SE)
PCT Filed Mar. 15, 2021, PCT No. PCT/SE2021/050224
§ 371(c)(1), (2) Date Sep. 14, 2023,
PCT Pub. No. WO2022/197218, PCT Pub. Date Sep. 22, 2022.
Prior Publication US 2024/0154852 A1, May 9, 2024
Int. Cl. H04L 41/046 (2022.01); G06N 3/092 (2023.01); H04L 41/16 (2022.01); H04L 41/5009 (2022.01)
CPC H04L 41/046 (2013.01) [G06N 3/092 (2023.01); H04L 41/16 (2013.01); H04L 41/5009 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A computer-implemented method performed in a multi-agent system by a first network node for transferring historical data from an operating agent to a second agent for an action controlling a performance of the multi-agent system, the method comprising:
selecting at least one operating agent from a plurality of operating agents for a transfer of historical data from the at least one operating agent in the system to the second agent, the historical data acquired from a plurality of executions of the action by the at least one operating agent that at least partially fulfills a parameter input to the at least one operating agent, and the selecting based on one or more criteria including (i) a performance of the at least one operating agent on the parameter or on the related parameter; (i) an availability of the at least one operating agent for the selection;
and (ii) an identity of an actuation target system for receipt of the action, wherein the multi-agent system comprises a mobile network;
performing a relatedness measurement on the parameter and the related parameter to obtain an index, the relatedness measurement comprising a cosine similarity or a Pearson correlation;
wherein the selecting comprises selection of the at least one operating agent when (i) the index is lower than a defined threshold, and (ii) the performance of the at least one operating agent meets an evaluation level; and
transferring the historical data from the selected at least one operating agent to the second agent.