公开(公告)号：US11769079B2

公开(公告)日：2023-09-26

申请号：US17729628

申请日：2022-04-26

Applicant: Samsung Electronics Co., Ltd.

Inventor： Satya Kumar Vankayala ,  Sukhmeet Singh ,  Swaraj Kumar ,  Seungil Yoon ,  Issaac Kommineni

IPC: G06N20/00 ,  H04W28/02 ,  H04L1/00 ,  H03M13/29 ,  H03M13/27

CPC classification number: G06N20/00 ,  H03M13/2963 ,  H04L1/0009 ,  H04W28/0268 ,  H03M13/2703 ,  H03M13/2987

Abstract: A method for decoding data by an electronic device is provided. The method includes receiving, by the electronic device, encoded data, determining, by the electronic device, a sparsity of a plurality of Machine Learning (ML) models of a turbo decoder of the electronic device for decoding the encoded data based on Quality-of-Service (QoS) parameters, and decoding, by the electronic device, the encoded data using the turbo decoder based on the determined sparsity.

公开(公告)号：US12015479B2

公开(公告)日：2024-06-18

申请号：US17747485

申请日：2022-05-18

Applicant: Samsung Electronics Co., Ltd.

Inventor： Satya Kumar Vankayala ,  Seungil Yoon ,  Issaac Kommineni ,  Venkateswarlu Yarramala

IPC: H04L1/00 ,  G06F18/214 ,  G06N3/04

CPC classification number: H04L1/0026 ,  G06F18/214 ,  G06N3/04 ,  H04L1/0017 ,  H04L1/005

Abstract: A method for decoding user data by an apparatus in a wireless network is provided. The method includes receiving, by the apparatus, user data associated with a plurality of network parameters. The method includes training, by the apparatus, a neural network using the plurality of received network parameters. Further, the method includes computing, by the apparatus, a Log Likelihood Ratio (LLR) using the trained neural network. Further, the method includes decoding, by the apparatus, the received user data using the computed LLR.

公开(公告)号：US11895531B2

公开(公告)日：2024-02-06

申请号：US17857483

申请日：2022-07-05

Applicant: SAMSUNG ELECTRONICS CO., LTD.

Inventor： Vasanth Kanakaraj ,  Vishal Murgai ,  Issaac Kommineni ,  Sridharan Natarajan ,  Shreyanshu Agarwal ,  P Keerthi Priya

IPC: H04W28/02 ,  H04L43/026 ,  H04L47/2425

CPC classification number: H04W28/0273 ,  H04L43/026 ,  H04L47/2433

Abstract: The disclosure relates to a 5G or 6G communication system for supporting a higher data transmission rate. The method comprises: receiving a flow index corresponding to a plurality of applications available at an electronic device, wherein the flow index represents a type of the flow, and a priority of the flow; determining whether connection for the data transmission exists between the electronic device and an internet server based on the flow index; performing one of regulating the flow based on the flow index in response to determining that the connection for the data transmission exists between the electronic device and the internet server, and discarding the flow index received from the electronic device for regulation of the flow in response to determining that the connection for the data transmission does not exists.

公开(公告)号：US12040896B2

公开(公告)日：2024-07-16

申请号：US17995262

申请日：2021-04-02

Applicant: SAMSUNG ELECTRONICS CO., LTD.

Inventor： Satya Kumar Vankayala ,  Ravi Teja Gundeti ,  Abhay Kumar Sah ,  Anshuman Nigam ,  Satya Venkata Umakishore Godavarti ,  Issaac Kommineni ,  Shruti Shetty

IPC: H04L1/00

CPC classification number: H04L1/0054

Abstract: The present disclosure relates to a pre-5th-Generation (5G) or 5G communication system to be provided for supporting higher data rates Beyond 4th-Generation (4G) communication system such as long term evolution (LTE). Methods and systems for optimizing computation of log-likelihood ratio (LLR) for decoding modulated symbols. A method disclosed herein involves receiving at least one symbol transmitted from at least one device, wherein the received at least one symbol is encoded and modulated symbol including a plurality of data bits. The method further includes computing a log-likelihood ratio (LLR) of each bit in the received at least one symbol for decoding the received at least one symbol using a centroid method that involves exploiting a symmetry of a constellation of code words and/or a uncertainty region defined on a constellation of code words.

公开(公告)号：US20240205107A1

公开(公告)日：2024-06-20

申请号：US18593390

申请日：2024-03-01

Applicant: SAMSUNG ELECTRONICS CO., LTD.

Inventor： Vasanth Kanakaraj ,  Shreyanshu Agarwal ,  Issaac Kommineni ,  Vishal Murgai ,  Anish Nediyanchath ,  Gaurav Jha ,  Naveen Kumar Srinivasa Naidu ,  Sukhdeep Singh

IPC: H04L41/5009 ,  H04L41/16 ,  H04W28/08

CPC classification number: H04L41/5009 ,  H04L41/16 ,  H04W28/0967

Abstract: A method of providing congestion control and reducing latency of data incoming to a core network, the method performed by a control plane gateway, includes: monitoring values of key performance indicators (KPIs) associated with a plurality of user plane gateways in the core network; predicting, using a machine learning (ML) model, an optimal window size respectively for each of the plurality of user plane gateways, based on the monitored values of the KPIs; and transmitting the optimal window size to the respective user plane gateway in the plurality of user plane gateways.