公开(公告)号：US11523411B2

公开(公告)日：2022-12-06

申请号：US17301838

申请日：2021-04-15

Applicant: Samsung Electronics Co., Ltd.

Inventor： Jitender Singh Shekhawat ,  Rishabh Agrawal ,  Anshuman Nigam ,  Konchady Gautam Shenoy ,  Yash Jain

IPC: H04W72/12 ,  G06N20/00 ,  H04W72/04

Abstract: The present disclosure provides a method for radio-resource scheduling in a telecommunication network. The method comprises selecting at least one objective associated with a radio-resource scheduling from a plurality of objectives; prioritizing at least one flow from a plurality of flows for the selected at least one objective; identifying at least one state parameter from a plurality of state parameters associated with at least one of an active bearers from a plurality of active bearers; inputting at least one of the plurality of state parameters for the at least one of the active bearers to be scheduled during a current transmission time interval (TTI) to a reinforcement machine learning (ML) network, the reinforcement ML network being configured for a reward in accordance with the selected at least one objective; and receiving, from the reinforcement ML network, a radio resource allocation for each of the active bearers for the current TTI.

公开(公告)号：US12108275B2

公开(公告)日：2024-10-01

申请号：US17740841

申请日：2022-05-10

Applicant: Samsung Electronics Co., Ltd.

Inventor： Amarpreet Singh Sethi ,  Jitender Singh Shekhawat ,  Sahil Vaid ,  Anshuman Nigam

IPC: H04W28/02 ,  H04L1/00 ,  H04W28/20

CPC classification number: H04W28/0268 ,  H04L1/0003 ,  H04W28/0257 ,  H04W28/20

Abstract: A method for managing scheduling performance of bearers by a base station in a wireless network is provided. The method includes determining a configured packet delay budget (PDB) of non-guaranteed bit rate (NGBR) bearers and a configured PDB of guaranteed bit rate (GBR) bearers; monitoring a PDB of the NGBR bearers and a PDB of the GBR bearers during data communication; determining an average of quality-of-service class identifier (QCI) divergence of the NGBR bearers and an average of QCI divergence of the GBR bearers, wherein the QCI divergence of a bearer is a percentage variation between a monitored PDB and a configured PDB of the bearer; and controlling resource allocation parameters for minimizing the average of QCI divergence of the NGBR bearers and the average of QCI divergence of the GBR bearers.