CN117917013A - 机器学习辅助式自适应天线调谐 - Google Patents

机器学习辅助式自适应天线调谐 Download PDF

Info

Publication number
CN117917013A
CN117917013A CN202280057458.3A CN202280057458A CN117917013A CN 117917013 A CN117917013 A CN 117917013A CN 202280057458 A CN202280057458 A CN 202280057458A CN 117917013 A CN117917013 A CN 117917013A
Authority
CN
China
Prior art keywords
wireless data
data transmission
transmission system
system configuration
antenna
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
CN202280057458.3A
Other languages
English (en)
Chinese (zh)
Inventor
D·卡尔佐拉里
D·L·温斯洛
G·霍费尔
J·波罗
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Qualcomm Inc
Original Assignee
Qualcomm Inc
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 Qualcomm Inc filed Critical Qualcomm Inc
Publication of CN117917013A publication Critical patent/CN117917013A/zh
Pending legal-status Critical Current

Links

Classifications

    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B17/00—Monitoring; Testing
    • H04B17/10—Monitoring; Testing of transmitters
    • H04B17/11—Monitoring; Testing of transmitters for calibration
    • H04B17/12—Monitoring; Testing of transmitters for calibration of transmit antennas, e.g. of the amplitude or phase
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B1/00—Details of transmission systems, not covered by a single one of groups H04B3/00 - H04B13/00; Details of transmission systems not characterised by the medium used for transmission
    • H04B1/38—Transceivers, i.e. devices in which transmitter and receiver form a structural unit and in which at least one part is used for functions of transmitting and receiving
    • 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
    • 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
    • G06N3/045—Combinations of networks
    • 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
    • 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
    • G06N3/092—Reinforcement learning
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B1/00—Details of transmission systems, not covered by a single one of groups H04B3/00 - H04B13/00; Details of transmission systems not characterised by the medium used for transmission
    • H04B1/02—Transmitters
    • H04B1/04—Circuits
    • H04B1/0458—Arrangements for matching and coupling between power amplifier and antenna or between amplifying stages
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B1/00—Details of transmission systems, not covered by a single one of groups H04B3/00 - H04B13/00; Details of transmission systems not characterised by the medium used for transmission
    • H04B1/06—Receivers
    • H04B1/16—Circuits
    • H04B1/18—Input circuits, e.g. for coupling to an antenna or a transmission line
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B17/00—Monitoring; Testing
    • H04B17/30—Monitoring; Testing of propagation channels
    • H04B17/309—Measuring or estimating channel quality parameters
    • H04B17/318—Received signal strength
    • H04B17/328—Reference signal received power [RSRP]; Reference signal received quality [RSRQ]
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B17/00—Monitoring; Testing
    • H04B17/30—Monitoring; Testing of propagation channels
    • H04B17/309—Measuring or estimating channel quality parameters
    • H04B17/336—Signal-to-interference ratio [SIR] or carrier-to-interference ratio [CIR]
    • 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
    • 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

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Computing Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Health & Medical Sciences (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Electromagnetism (AREA)
  • Quality & Reliability (AREA)
  • Databases & Information Systems (AREA)
  • Transmitters (AREA)
  • Details Of Aerials (AREA)
  • Mobile Radio Communication Systems (AREA)
  • Radio Transmission System (AREA)
CN202280057458.3A 2021-08-31 2022-08-24 机器学习辅助式自适应天线调谐 Pending CN117917013A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US17/463,290 US11916606B2 (en) 2021-08-31 2021-08-31 Machine learning-assisted adaptive antenna tuning
US17/463,290 2021-08-31
PCT/US2022/075401 WO2023034706A1 (en) 2021-08-31 2022-08-24 Machine learning-assisted adaptive antenna tuning

Publications (1)

Publication Number Publication Date
CN117917013A true CN117917013A (zh) 2024-04-19

Family

ID=83283199

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202280057458.3A Pending CN117917013A (zh) 2021-08-31 2022-08-24 机器学习辅助式自适应天线调谐

Country Status (7)

Country Link
US (2) US11916606B2 (https=)
EP (1) EP4396948A1 (https=)
JP (1) JP2024532235A (https=)
KR (1) KR20240051118A (https=)
CN (1) CN117917013A (https=)
TW (1) TW202329642A (https=)
WO (1) WO2023034706A1 (https=)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11916606B2 (en) 2021-08-31 2024-02-27 Qualcomm Incorporated Machine learning-assisted adaptive antenna tuning
US20240080055A1 (en) * 2022-09-02 2024-03-07 Samsung Electronics Co., Ltd. Antenna impedance and frequency tuning using physical-interaction detection aided by machine learning
US20240204813A1 (en) * 2022-12-14 2024-06-20 Meta Platforms Technologies, Llc Apparatus, system, and method for dynamically tuning radios based on detectable use-case scenarios
US20260010621A1 (en) * 2024-07-08 2026-01-08 Bank Of America Corporation Artificial intelligence-based determination of data security techniques to be implemented for electronic data transmissions

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170272108A1 (en) * 2016-03-21 2017-09-21 Qualcomm Incorporated Modem adaptive antenna tuning (maat)
US11533640B2 (en) 2019-11-01 2022-12-20 Qualcomm Incorporated Machine learning-assisted use case classification and adaptive antenna tuning
US11463138B2 (en) 2019-12-20 2022-10-04 Qualcomm Incorporated Neural network and antenna configuration indication
KR102710819B1 (ko) * 2020-03-19 2024-09-26 엘지전자 주식회사 Ai를 이용한 이동통신 방법
US11916606B2 (en) 2021-08-31 2024-02-27 Qualcomm Incorporated Machine learning-assisted adaptive antenna tuning

Also Published As

Publication number Publication date
US20230061864A1 (en) 2023-03-02
JP2024532235A (ja) 2024-09-05
KR20240051118A (ko) 2024-04-19
TW202329642A (zh) 2023-07-16
WO2023034706A1 (en) 2023-03-09
EP4396948A1 (en) 2024-07-10
US20240223286A1 (en) 2024-07-04
US12328151B2 (en) 2025-06-10
US11916606B2 (en) 2024-02-27

Similar Documents

Publication Publication Date Title
CN117917013A (zh) 机器学习辅助式自适应天线调谐
JP7682873B2 (ja) 機械学習支援ユースケース分類および適応アンテナ同調
US20250062788A1 (en) Avoiding ping-pong between different antenna tuning configurations
US12355480B2 (en) Machine learning-based radio frequency (RF) front-end calibration
US12047138B2 (en) Beamforming multipath wireless channels using neural networks
WO2024083004A1 (zh) Ai模型配置方法、终端及网络侧设备
CN118803807A (zh) Mimo-ofdm通感一体化系统功率分配和性能评价的方法及系统
EP4454370A1 (en) Cognitive virtual radio access network architecture
CN117411529B (zh) 波束对准方法、装置、网络设备及存储介质
CN111091180A (zh) 一种模型训练方法和相关装置
WO2023060181A1 (en) Beamforming multipath wireless channels using neural networks
WO2025185589A1 (zh) 测量处理方法、测量配置方法、装置、设备及可读存储介质
WO2025176073A1 (zh) Csi处理方法、装置、设备和介质
CN120201410A (zh) 传输方法、装置、终端及网络侧设备

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination