CN119072638A - 用下行链路定位参考信号的基于用户装备(ue)的射频指纹(rffp)定位 - Google Patents

用下行链路定位参考信号的基于用户装备(ue)的射频指纹(rffp)定位 Download PDF

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Publication number
CN119072638A
CN119072638A CN202380035343.9A CN202380035343A CN119072638A CN 119072638 A CN119072638 A CN 119072638A CN 202380035343 A CN202380035343 A CN 202380035343A CN 119072638 A CN119072638 A CN 119072638A
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CN
China
Prior art keywords
positioning
rffp
machine learning
learning model
preprocessing
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
CN202380035343.9A
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English (en)
Chinese (zh)
Inventor
M·A·M·希尔扎拉
张晓霞
R·艾米莉
S·耶拉玛利
M·佐尔圭
M·T·法西姆
T·刘
R·帕卡什
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Qualcomm Inc
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Qualcomm Inc
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Filing date
Publication date
Application filed by Qualcomm Inc filed Critical Qualcomm Inc
Publication of CN119072638A publication Critical patent/CN119072638A/zh
Pending legal-status Critical Current

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Classifications

    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W64/00—Locating users or terminals or network equipment for network management purposes, e.g. mobility management
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01S—RADIO 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
    • G01S5/00—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
    • G01S5/0009—Transmission of position information to remote stations
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01S—RADIO 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
    • G01S5/00—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
    • G01S5/02—Position-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
    • G01S5/0205—Details
    • G01S5/0236—Assistance data, e.g. base station almanac
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01S—RADIO 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
    • G01S5/00—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
    • G01S5/02—Position-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
    • G01S5/0252—Radio frequency fingerprinting
    • G01S5/02521—Radio frequency fingerprinting using a radio-map
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01S—RADIO 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
    • G01S5/00—Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
    • G01S5/02—Position-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
    • G01S5/0278—Position-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
    • 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
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L5/00—Arrangements affording multiple use of the transmission path
    • H04L5/003—Arrangements for allocating sub-channels of the transmission path
    • H04L5/0048—Allocation of pilot signals, i.e. of signals known to the receiver
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W24/00—Supervisory, monitoring or testing arrangements
    • H04W24/08—Testing, supervising or monitoring using real traffic
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W48/00—Access restriction; Network selection; Access point selection
    • H04W48/08—Access restriction or access information delivery, e.g. discovery data delivery

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Signal Processing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Theoretical Computer Science (AREA)
  • Remote Sensing (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • Evolutionary Computation (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Computer Security & Cryptography (AREA)
  • Probability & Statistics with Applications (AREA)
  • Mobile Radio Communication Systems (AREA)
CN202380035343.9A 2022-04-29 2023-03-20 用下行链路定位参考信号的基于用户装备(ue)的射频指纹(rffp)定位 Pending CN119072638A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US17/661,538 2022-04-29
US17/661,538 US12553982B2 (en) 2022-04-29 2022-04-29 User equipment (UE)-based radio frequency fingerprint (RFFP) positioning with downlink positioning reference signals
PCT/US2023/015649 WO2023211584A1 (en) 2022-04-29 2023-03-20 User equipment (ue)-based radio frequency fingerprint (rffp) positioning with downlink positioning reference signals

Publications (1)

Publication Number Publication Date
CN119072638A true CN119072638A (zh) 2024-12-03

Family

ID=86007056

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202380035343.9A Pending CN119072638A (zh) 2022-04-29 2023-03-20 用下行链路定位参考信号的基于用户装备(ue)的射频指纹(rffp)定位

Country Status (7)

Country Link
US (1) US12553982B2 (https=)
EP (1) EP4515275A1 (https=)
JP (1) JP2025514954A (https=)
KR (1) KR20250003610A (https=)
CN (1) CN119072638A (https=)
TW (1) TW202348064A (https=)
WO (1) WO2023211584A1 (https=)

Families Citing this family (9)

* Cited by examiner, † Cited by third party
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US12461189B2 (en) 2022-04-29 2025-11-04 Qualcomm Incorporated User equipment (UE)-based radio frequency fingerprint (RFFP) positioning with downlink positioning reference signals
US20230362589A1 (en) * 2022-05-09 2023-11-09 Design Reactor, Inc. Hybrid fingerprint path-loss localization system
WO2025118155A1 (zh) * 2023-12-05 2025-06-12 Oppo广东移动通信有限公司 位置预测方法、装置、设备、芯片和计算机可读存储介质
WO2025185838A1 (en) * 2024-03-04 2025-09-12 Telefonaktiebolaget Lm Ericsson (Publ) Signal strength variation determination
CN120769219A (zh) * 2024-03-27 2025-10-10 荣耀终端股份有限公司 一种定位方法、通信装置及存储介质
KR20250159904A (ko) * 2024-05-03 2025-11-11 삼성전자주식회사 무선 통신 시스템에서 인공지능 기반 단말 위치 추정을 위한 방법 및 장치
WO2025107685A1 (en) * 2024-07-19 2025-05-30 Lenovo (Beijing) Limited Configuration enhancements
WO2026075836A1 (en) * 2024-10-04 2026-04-09 Qualcomm Incorporated Communication of identifiers associated with network settings for artificial intelligence or machine learning-based positioning
CN119421163B (zh) * 2024-11-04 2025-07-29 东南大学 一种基于上下文表征对比学习的射频指纹提取方法及系统

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Publication number Priority date Publication date Assignee Title
TWI385410B (zh) * 2009-06-02 2013-02-11 Univ Nat Taiwan 用於定位系統之跳頻方法
RU2015140827A (ru) * 2010-08-16 2018-12-26 Телефонактиеболагет Л М Эрикссон (Пабл) Узлы и способы для улучшения позиционирования
US8804574B2 (en) 2010-10-01 2014-08-12 Telefonaktiebolaget L M Ericsson (Publ) Language dependent positioning and signalling
EP2835993A1 (en) 2013-08-07 2015-02-11 Alcatel Lucent Network Node and Method
US10408913B2 (en) 2017-08-09 2019-09-10 Swfl, Inc. Systems and methods for physical detection using radio frequency noise floor signals and deep learning techniques
US10547983B2 (en) * 2017-09-21 2020-01-28 Here Global B.V. Controlling radio fingerprint observation report collection
US10880895B2 (en) 2018-05-27 2020-12-29 Brian Gordaychik Variable length downlink control information formats for next generation radio technologies
WO2019240771A1 (en) 2018-06-12 2019-12-19 Nokia Technologies Oy User device positioning
WO2020060119A1 (ko) 2018-09-21 2020-03-26 엘지전자 주식회사 무선 통신 시스템에서 단말의 위치를 측정하기 위한 방법 및 이를 위한 장치
US11963150B2 (en) 2018-11-01 2024-04-16 Qualcomm Incorporated Positioning enhancements for locating a mobile device in a wireless network
US12192947B2 (en) 2019-02-19 2025-01-07 Qualcomm Incorporated Systems and methods for positioning with channel measurements
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US11470448B2 (en) * 2019-07-24 2022-10-11 Red Point Positioning Corporation Method and system to estimate and learn the location of a radio device
US11750605B2 (en) * 2019-08-21 2023-09-05 Texas Instruments Incorporated Identity validation using Bluetooth fingerprinting authentication
EP4128565A1 (en) * 2020-04-01 2023-02-08 Nokia Technologies Oy Method and system for beam failure management
EP4190010A1 (en) 2020-08-03 2023-06-07 Nokia Technologies Oy Retrieval of trained ml model from ue
US12493096B2 (en) * 2020-10-06 2025-12-09 Telefonaktiebolaget Lm Ericsson (Publ) Handling radio fingerprints in a wireless communication network
EP4047382A1 (en) * 2021-02-18 2022-08-24 Nokia Technologies Oy Rf-fingerprinting map update
US12535552B2 (en) * 2021-03-04 2026-01-27 Drnc Holdings, Inc. Methods, architectures, apparatuses and systems directed to data augmentation of radio frequency (RF) data for improved RF fingerprinting
US11729582B2 (en) 2021-03-26 2023-08-15 Qualcomm Incorporated Measurement model based on uplink signals with reciprocity to downlink beam
WO2023204210A1 (ja) 2022-04-19 2023-10-26 京セラ株式会社 通信装置及び通信方法
US12461189B2 (en) 2022-04-29 2025-11-04 Qualcomm Incorporated User equipment (UE)-based radio frequency fingerprint (RFFP) positioning with downlink positioning reference signals

Also Published As

Publication number Publication date
JP2025514954A (ja) 2025-05-13
TW202348064A (zh) 2023-12-01
KR20250003610A (ko) 2025-01-07
EP4515275A1 (en) 2025-03-05
WO2023211584A1 (en) 2023-11-02
US12553982B2 (en) 2026-02-17
US20230350001A1 (en) 2023-11-02

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