公开(公告)号：US20210329668A1

公开(公告)日：2021-10-21

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 ,  H04W72/04 ,  G06N20/00

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.