KR20240058841A - 머신 학습을 위한 사용자 장비의 구성 - Google Patents

머신 학습을 위한 사용자 장비의 구성 Download PDF

Info

Publication number
KR20240058841A
KR20240058841A KR1020247004887A KR20247004887A KR20240058841A KR 20240058841 A KR20240058841 A KR 20240058841A KR 1020247004887 A KR1020247004887 A KR 1020247004887A KR 20247004887 A KR20247004887 A KR 20247004887A KR 20240058841 A KR20240058841 A KR 20240058841A
Authority
KR
South Korea
Prior art keywords
machine learning
learning model
neural network
parameters
configuration
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
KR1020247004887A
Other languages
English (en)
Korean (ko)
Inventor
시펑 주
개빈 버나드 호른
바니타 아라바무단 쿠마르
비샬 달미야
샨카르 크리슈난
라지브 쿠마르
태상 유
에렌 발레비
아지즈 골미에
라자트 프라카쉬
Original Assignee
퀄컴 인코포레이티드
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 퀄컴 인코포레이티드 filed Critical 퀄컴 인코포레이티드
Publication of KR20240058841A publication Critical patent/KR20240058841A/ko
Pending legal-status Critical Current

Links

Images

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/098—Distributed learning, e.g. federated learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/048—Activation functions
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/08—Configuration management of networks or network elements
    • H04L41/0803—Configuration setting
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/14—Network analysis or design
    • H04L41/145—Network analysis or design involving simulating, designing, planning or modelling of a network
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/16—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks using machine learning or artificial intelligence
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W24/00—Supervisory, monitoring or testing arrangements
    • H04W24/02—Arrangements for optimising operational condition
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W4/00—Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/50—Service provisioning or reconfiguring
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W8/00—Network data management
    • H04W8/22—Processing or transfer of terminal data, e.g. status or physical capabilities
    • H04W8/24—Transfer of terminal data
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W88/00—Devices specially adapted for wireless communication networks, e.g. terminals, base stations or access point devices
    • H04W88/02—Terminal devices
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W88/00—Devices specially adapted for wireless communication networks, e.g. terminals, base stations or access point devices
    • H04W88/08—Access point devices

Landscapes

  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Databases & Information Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Mobile Radio Communication Systems (AREA)
KR1020247004887A 2021-09-03 2022-09-01 머신 학습을 위한 사용자 장비의 구성 Pending KR20240058841A (ko)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US17/467,156 US11916754B2 (en) 2021-09-03 2021-09-03 Configuring a user equipment for machine learning
US17/467,156 2021-09-03
PCT/US2022/042314 WO2023034483A1 (en) 2021-09-03 2022-09-01 Configuring a user equipment for machine learning

Publications (1)

Publication Number Publication Date
KR20240058841A true KR20240058841A (ko) 2024-05-03

Family

ID=83457226

Family Applications (1)

Application Number Title Priority Date Filing Date
KR1020247004887A Pending KR20240058841A (ko) 2021-09-03 2022-09-01 머신 학습을 위한 사용자 장비의 구성

Country Status (7)

Country Link
US (2) US11916754B2 (https=)
EP (1) EP4396742A1 (https=)
JP (1) JP2024531483A (https=)
KR (1) KR20240058841A (https=)
CN (1) CN117882092A (https=)
TW (1) TW202319969A (https=)
WO (1) WO2023034483A1 (https=)

Families Citing this family (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE102019132173A1 (de) * 2019-11-27 2021-05-27 Endress+Hauser Conducta Gmbh+Co. Kg Verfahren zur Konfiguration zur Übertragung von Daten von einem Feldgerät
US11916754B2 (en) 2021-09-03 2024-02-27 Qualcomm Incorporated Configuring a user equipment for machine learning
US12245052B2 (en) * 2021-09-23 2025-03-04 Intel Corporation Reinforcement learning (RL) and graph neural network (GNN)-based resource management for wireless access networks
US12563374B2 (en) * 2021-12-07 2026-02-24 Amazon Technologies, Inc. Locality-based network slicing in radio-based networks
US12177683B2 (en) 2021-12-07 2024-12-24 Amazon Technologies, Inc. Provisioning radio-based networks with locality rules
US12556975B2 (en) * 2022-08-22 2026-02-17 Qualcomm Incorporated Machine learning component management
GB2627235A (en) * 2023-02-16 2024-08-21 Nokia Technologies Oy Method of data exchange for maintainace of artificial intelligence or machine learning models in wireless communication
EP4694279A1 (en) * 2023-03-30 2026-02-11 Ntt Docomo, Inc. Terminal, wireless communication method, and base station
EP4724957A1 (en) * 2023-06-08 2026-04-15 Huawei Technologies Co., Ltd. Operations related to ai/ml model
CN119341923A (zh) * 2023-07-20 2025-01-21 华为技术有限公司 人工智能的管理方法与通信装置
GB202311263D0 (en) * 2023-07-21 2023-09-06 Nec Corp Communication system
US12224885B1 (en) * 2023-08-10 2025-02-11 Qualcomm Incorporated Machine learning based channel precoder selection for downlink
WO2025035468A1 (zh) * 2023-08-17 2025-02-20 Oppo广东移动通信有限公司 信息指示方法、第一设备和第二设备
US20250126585A1 (en) * 2023-10-12 2025-04-17 Qualcomm Incorporated Cross-node machine learning operations in a radio access network
US20250212263A1 (en) * 2023-12-22 2025-06-26 Qualcomm Incorporated Techniques for non-transparent service establishment
WO2025172980A1 (en) * 2024-04-04 2025-08-21 Lenovo (Singapore) Pte. Ltd. Obtaining parameters for a learning model
WO2025211434A1 (ja) * 2024-04-04 2025-10-09 京セラ株式会社 通信制御方法
WO2025211436A1 (ja) * 2024-04-04 2025-10-09 京セラ株式会社 通信制御方法及びネットワーク装置
US12537749B2 (en) * 2024-04-09 2026-01-27 Verizon Patent And Licensing Inc. Learning-based network optimization service
WO2026074047A1 (en) 2024-10-02 2026-04-09 Aumovio Germany Gmbh Model parameter adjustment signaling in ran

Family Cites Families (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2021511087A (ja) * 2017-11-15 2021-05-06 スティーラブル インストゥルメンツ エヌヴイＳｔｅｅｒａｂｌｅ Ｉｎｓｔｒｕｍｅｎｔｓ Ｎｖ 制御可能な操縦可能器具
US11665576B2 (en) * 2018-08-10 2023-05-30 Verizon Patent And Licensing Inc. Systems and methods for wireless low latency traffic scheduler
JP7409326B2 (ja) * 2019-01-15 2024-01-09 ソニーグループ株式会社 サーバおよび学習システム
CN114175051B (zh) * 2019-08-14 2025-04-04 谷歌有限责任公司 关于深度神经网络的基站-用户设备消息传递
CN114762367B (zh) 2019-10-02 2025-03-25 诺基亚技术有限公司 向生产者节点提供基于机器学习的辅助
US11696119B2 (en) 2019-12-16 2023-07-04 Qualcomm Incorporated Neural network configuration for wireless communication system assistance
US12133187B2 (en) * 2020-01-23 2024-10-29 Qualcomm Incorporated Timing advance command implementations for preconfigured uplink resource transmissions
US11936452B2 (en) * 2020-02-28 2024-03-19 Qualcomm Incorporated Neural network based channel state information feedback
US11424962B2 (en) * 2020-12-03 2022-08-23 Qualcomm Incorporated Model discovery and selection for cooperative machine learning in cellular networks
US11863354B2 (en) * 2021-05-12 2024-01-02 Nokia Technologies Oy Model transfer within wireless networks for channel estimation
US11818806B2 (en) * 2021-05-18 2023-11-14 Qualcomm Incorporated ML model training procedure
US11558872B2 (en) * 2021-06-03 2023-01-17 Qualcomm Incorporated Carrier aggregation optimization using machine learning
US12089291B2 (en) * 2021-06-15 2024-09-10 Qualcomm Incorporated Machine learning model configuration in wireless networks
US11916754B2 (en) 2021-09-03 2024-02-27 Qualcomm Incorporated Configuring a user equipment for machine learning
US20230100253A1 (en) * 2021-09-24 2023-03-30 Qualcomm Incorporated Network-based artificial intelligence (ai) model configuration

Also Published As

Publication number Publication date
US20230075276A1 (en) 2023-03-09
CN117882092A (zh) 2024-04-12
EP4396742A1 (en) 2024-07-10
US11916754B2 (en) 2024-02-27
WO2023034483A1 (en) 2023-03-09
TW202319969A (zh) 2023-05-16
US12355633B2 (en) 2025-07-08
JP2024531483A (ja) 2024-08-29
US20240223465A1 (en) 2024-07-04

Similar Documents

Publication Publication Date Title
US12355633B2 (en) Configuring a user equipment for machine learning
JP7684956B2 (ja) 単一のダウンリンク制御情報ベースの複数の送受信ポイントのためのデフォルト疑似コロケーション
US12127028B2 (en) Resource set configuration reporting with multiple channel and interference measurements
US20220245527A1 (en) Techniques for adaptive quantization level selection in federated learning
KR20230078659A (ko) 멀티-패널 업링크 송신들을 위한 디폴트 경로손실 참조 신호들
US11595986B2 (en) Techniques for cross-component carrier scheduling of a joint downlink and uplink transmission configuration indicator state
KR20230156033A (ko) 재구성가능한 지능형 표면들과 연관된 핸드오버 기법들
KR20240148815A (ko) 모바일 노드들의 조건부 인가
KR20230124565A (ko) 채널 상태 정보의 반영속적인 보고
US12549971B2 (en) Configuring a multi-model machine learning application
US11849421B2 (en) Methods to avoid sounding reference signal suspension due to multi-subscriber paging occasion collision
US11716124B2 (en) Dynamic spectrum sharing with spatial division multiplexing
WO2021258242A1 (en) Support of flexible sounding reference signal switching capability
US12401406B2 (en) Control signaling for beam update and reference signals
CN119678570A (zh) 波束特定网络准入
WO2023082226A1 (en) Techniques for performing beamforming based on zones
US12464596B2 (en) Techniques for transitioning radio resource control state of a repeater
WO2023142018A1 (en) Unified transmission configuration indicator type switching
US20260107216A1 (en) Handling system information from multiple sources in a communication system
US12464526B2 (en) User equipment recommended configurations across different transmissions
US20250106650A1 (en) Cross-node artificial intelligence (ai)/machine learning (ml) services
US20250055616A1 (en) Unified transmission configuration indication for multiple transmission reception points
WO2023070626A1 (en) Concurrent multi-panel transmissions
BR112024003291B1 (pt) Equipamento de usuário, método para comunicação sem fio relacionado e entidade rede
EP4338342A1 (en) Techniques for updating transmission configuration indicator states

Legal Events

Date Code Title Description
PA0105 International application

St.27 status event code: A-0-1-A10-A15-nap-PA0105

R17-X000 Change to representative recorded

St.27 status event code: A-3-3-R10-R17-oth-X000

PG1501 Laying open of application

St.27 status event code: A-1-1-Q10-Q12-nap-PG1501

D11 Substantive examination requested

Free format text: ST27 STATUS EVENT CODE: A-1-2-D10-D11-EXM-PA0201 (AS PROVIDED BY THE NATIONAL OFFICE)

PA0201 Request for examination

St.27 status event code: A-1-2-D10-D11-exm-PA0201