BR112023001173A2 - Funções de rede neural para posicionamento de um equipamento de usuário - Google Patents

Funções de rede neural para posicionamento de um equipamento de usuário

Info

Publication number
BR112023001173A2
BR112023001173A2 BR112023001173A BR112023001173A BR112023001173A2 BR 112023001173 A2 BR112023001173 A2 BR 112023001173A2 BR 112023001173 A BR112023001173 A BR 112023001173A BR 112023001173 A BR112023001173 A BR 112023001173A BR 112023001173 A2 BR112023001173 A2 BR 112023001173A2
Authority
BR
Brazil
Prior art keywords
neural network
positioning
network function
user equipment
network functions
Prior art date
Application number
BR112023001173A
Other languages
English (en)
Portuguese (pt)
Inventor
Kumar Sundararajan Jay
Yoo Taesang
Bhushan Naga
Kumar Vitthaladevuni Pavan
Namgoong June
Kiran Mukkavilli Krishna
Ji Tingfang
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 BR112023001173A2 publication Critical patent/BR112023001173A2/pt

Links

Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W64/00Locating users or terminals or network equipment for network management purposes, e.g. mobility management
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S5/00Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
    • G01S5/0009Transmission of position information to remote stations
    • G01S5/0018Transmission from mobile station to base station
    • G01S5/0027Transmission from mobile station to base station of actual mobile position, i.e. position determined on mobile
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S5/00Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
    • G01S5/02Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves
    • G01S5/0205Details
    • G01S5/0236Assistance data, e.g. base station almanac
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S5/00Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
    • G01S5/02Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves
    • G01S5/0278Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using radio waves involving statistical or probabilistic considerations
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F1/00Details not covered by groups G06F3/00 - G06F13/00 and G06F21/00
    • G06F1/04Generating or distributing clock signals or signals derived directly therefrom
    • G06F1/12Synchronisation of different clock signals provided by a plurality of clock generators
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/213Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G06F18/24133Distances to prototypes
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0499Feedforward networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/09Supervised learning
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W24/00Supervisory, monitoring or testing arrangements
    • H04W24/08Testing, supervising or monitoring using real traffic
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W88/00Devices specially adapted for wireless communication networks, e.g. terminals, base stations or access point devices
    • H04W88/02Terminal devices
    • H04W88/06Terminal devices adapted for operation in multiple networks or having at least two operational modes, e.g. multi-mode terminals

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computational Linguistics (AREA)
  • Computing Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • Health & Medical Sciences (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Probability & Statistics with Applications (AREA)
  • Position Fixing By Use Of Radio Waves (AREA)
  • Mobile Radio Communication Systems (AREA)
BR112023001173A 2020-08-04 2021-08-03 Funções de rede neural para posicionamento de um equipamento de usuário BR112023001173A2 (pt)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US202063060998P 2020-08-04 2020-08-04
US17/391,347 US20220044091A1 (en) 2020-08-04 2021-08-02 Neural network functions for positioning of a user equipment
PCT/US2021/044289 WO2022031661A1 (en) 2020-08-04 2021-08-03 Neural network functions for positioning of a user equipment

Publications (1)

Publication Number Publication Date
BR112023001173A2 true BR112023001173A2 (pt) 2023-02-14

Family

ID=80113864

Family Applications (1)

Application Number Title Priority Date Filing Date
BR112023001173A BR112023001173A2 (pt) 2020-08-04 2021-08-03 Funções de rede neural para posicionamento de um equipamento de usuário

Country Status (7)

Country Link
US (1) US20220044091A1 (https=)
EP (1) EP4193163B1 (https=)
JP (1) JP7797475B2 (https=)
KR (1) KR20230047096A (https=)
CN (1) CN116057401A (https=)
BR (1) BR112023001173A2 (https=)
WO (1) WO2022031661A1 (https=)

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US12058586B2 (en) 2020-08-04 2024-08-06 Qualcomm Incorporated Selective triggering of neural network functions for positioning of a user equipment
KR20230146001A (ko) * 2021-02-22 2023-10-18 엘지전자 주식회사 뉴럴 네트워크 기반 하향링크 제어 채널 송수신 방법
EP4309383A1 (en) * 2021-03-15 2024-01-24 Sony Group Corporation Method for generating location information in a wireless network
US11832314B2 (en) * 2021-12-14 2023-11-28 Korea University Research And Business Foundation Deep reinforcement learning-based random access method for low earth orbit satellite network and terminal for the operation
EP4487534A4 (en) * 2022-03-04 2026-02-25 Hawkeye 360 Inc GE-ASSISTED SINGLE SIGNAL RECOGNITION
JP7732108B2 (ja) * 2022-04-28 2025-09-01 楽天モバイル株式会社 デバイス間協調による測位精度のためのシステム、方法、デバイス、およびプログラム
EP4515278A2 (en) * 2022-04-29 2025-03-05 Fraunhofer-Gesellschaft zur Förderung der angewandten Forschung e.V. Enhanced positioning framework including support to ai/ml
US20260019982A1 (en) * 2022-07-19 2026-01-15 Interdigital Patent Holdings, Inc. Positioning with estimated measurements
US20240179663A1 (en) * 2022-11-25 2024-05-30 Qualcomm Incorporated Radio frequency fingerprint positioning of transmission-reception point
CN118138088A (zh) * 2022-12-01 2024-06-04 华为技术有限公司 获取训练数据的方法和通信装置
WO2024141153A1 (en) * 2022-12-27 2024-07-04 Telefonaktiebolaget Lm Ericsson (Publ) User equipment positioning
EP4414735A1 (en) * 2023-02-09 2024-08-14 Nokia Technologies Oy Robust sample aggregation for ml positioning
EP4690565A1 (en) * 2023-04-07 2026-02-11 Telefonaktiebolaget LM Ericsson (publ) Delay profile based model input for ai/ml
WO2024229708A1 (en) * 2023-05-09 2024-11-14 Nokia Shanghai Bell Co., Ltd. Mechanism for model monitoring
US20250119834A1 (en) * 2023-10-09 2025-04-10 Qualcomm Incorporated Opportunistic position location determination and reporting for asset tracking and monitoring
WO2025086229A1 (zh) * 2023-10-26 2025-05-01 北京小米移动软件有限公司 定位方法、装置及存储介质
CN119343976A (zh) * 2024-09-09 2025-01-21 上海移远通信技术股份有限公司 用于无线通信的节点中的方法和装置

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JP3165391B2 (ja) * 1996-03-22 2001-05-14 松下電器産業株式会社 移動体無線通信システムとその移動局の位置検出方法
US8700054B2 (en) 2011-06-10 2014-04-15 Google Inc. Prediction of indoor level and location using a three stage process
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JP6603253B2 (ja) 2017-03-02 2019-11-06 本田技研工業株式会社 移動体制御システム、および移動体制御方法
JP6486982B2 (ja) 2017-03-06 2019-03-20 ソフトバンク株式会社 モデル生成装置、位置推定装置及びプログラム
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WO2019240771A1 (en) * 2018-06-12 2019-12-19 Nokia Technologies Oy User device positioning
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Also Published As

Publication number Publication date
EP4193163A1 (en) 2023-06-14
EP4193163B1 (en) 2026-04-08
WO2022031661A1 (en) 2022-02-10
JP2023536439A (ja) 2023-08-25
JP7797475B2 (ja) 2026-01-13
US20220044091A1 (en) 2022-02-10
CN116057401A (zh) 2023-05-02
KR20230047096A (ko) 2023-04-06

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