The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Aug. 26, 2025
Filed:
May. 26, 2021
Nokia Technologies Oy, Espoo, FI;
Qi Liao, Stuttgart, DE;
Fahad Syed Muhammad, Orsay, FR;
Veronique Capdevielle, Magny les Hameaux, FR;
Afef Feki, Sceaux, FR;
Suresh Kalyanasundaram, Bangalore, IN;
Ilaria Malanchini, Stuttgart, DE;
NOKIA TECHNOLOGIES OY, Espoo, FI;
Abstract
A deep transfer reinforcement learning (DTRL) method based on transfer learning within a deep reinforcement learning (DRL) framework is provided to accelerate the GoB optimization decisions when experiencing environment changes in the same source radio network agent or when being applied from a source radio network agent to a target radio network agent. The transferability of the knowledge embedded in a pre-trained neural network model as a Q-approximator is exploited, and a mechanism to transfer parameters from a source agent to a target agent is provided, where the transferability criterion is based on the similarity measure between the source and target domain.