TW202319969A - 配置用於機器學習的使用者設備 - Google Patents

配置用於機器學習的使用者設備 Download PDF

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Publication number
TW202319969A
TW202319969A TW111133351A TW111133351A TW202319969A TW 202319969 A TW202319969 A TW 202319969A TW 111133351 A TW111133351 A TW 111133351A TW 111133351 A TW111133351 A TW 111133351A TW 202319969 A TW202319969 A TW 202319969A
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Taiwan
Prior art keywords
machine learning
learning model
neural network
configuration
parameter set
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TW111133351A
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English (en)
Chinese (zh)
Inventor
喜鵬 朱
蓋文伯納德 霍恩
凡妮莎阿拉法穆罕 庫瑪
維雪爾 戴爾米亞
香卡 克里西南
拉傑夫 庫瑪
泰尚 柳
艾連 貝拉斐
艾任 果米
拉賈特 普拉卡西
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美商高通公司
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Application filed by 美商高通公司 filed Critical 美商高通公司
Publication of TW202319969A publication Critical patent/TW202319969A/zh

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    • 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

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  • 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)
TW111133351A 2021-09-03 2022-09-02 配置用於機器學習的使用者設備 TW202319969A (zh)

Applications Claiming Priority (2)

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

Publications (1)

Publication Number Publication Date
TW202319969A true TW202319969A (zh) 2023-05-16

Family

ID=83457226

Family Applications (1)

Application Number Title Priority Date Filing Date
TW111133351A TW202319969A (zh) 2021-09-03 2022-09-02 配置用於機器學習的使用者設備

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=)

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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

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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
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US11818806B2 (en) * 2021-05-18 2023-11-14 Qualcomm Incorporated ML model training procedure
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US20230100253A1 (en) * 2021-09-24 2023-03-30 Qualcomm Incorporated Network-based artificial intelligence (ai) model configuration

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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
US12355633B2 (en) 2025-07-08
JP2024531483A (ja) 2024-08-29
KR20240058841A (ko) 2024-05-03
US20240223465A1 (en) 2024-07-04

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