GB2638862A - Training machine learning positioning models in a wireless communications network - Google Patents

Training machine learning positioning models in a wireless communications network

Info

Publication number
GB2638862A
GB2638862A GB2500124.9A GB202500124A GB2638862A GB 2638862 A GB2638862 A GB 2638862A GB 202500124 A GB202500124 A GB 202500124A GB 2638862 A GB2638862 A GB 2638862A
Authority
GB
United Kingdom
Prior art keywords
positioning
network node
training dataset
machine learning
user equipment
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
GB2500124.9A
Other languages
English (en)
Other versions
GB202500124D0 (en
Inventor
Thomas Robin
Karampatsis Dimitrios
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.)
Lenovo Singapore Pte Ltd
Original Assignee
Lenovo Singapore Pte Ltd
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 Lenovo Singapore Pte Ltd filed Critical Lenovo Singapore Pte Ltd
Publication of GB202500124D0 publication Critical patent/GB202500124D0/en
Publication of GB2638862A publication Critical patent/GB2638862A/en
Pending legal-status Critical Current

Links

Classifications

    • 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
    • G01S5/0278—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
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods

Landscapes

  • Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Remote Sensing (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Theoretical Computer Science (AREA)
  • General Health & Medical Sciences (AREA)
  • General Engineering & Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Probability & Statistics with Applications (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Mobile Radio Communication Systems (AREA)
GB2500124.9A 2022-08-05 2022-09-12 Training machine learning positioning models in a wireless communications network Pending GB2638862A (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
GR20220100652 2022-08-05
PCT/EP2022/075258 WO2024027939A1 (en) 2022-08-05 2022-09-12 Training machine learning positioning models in a wireless communications network

Publications (2)

Publication Number Publication Date
GB202500124D0 GB202500124D0 (en) 2025-02-19
GB2638862A true GB2638862A (en) 2025-09-03

Family

ID=83546962

Family Applications (1)

Application Number Title Priority Date Filing Date
GB2500124.9A Pending GB2638862A (en) 2022-08-05 2022-09-12 Training machine learning positioning models in a wireless communications network

Country Status (7)

Country Link
EP (1) EP4565891A1 (https=)
JP (1) JP2025528095A (https=)
CN (1) CN119654572A (https=)
AU (1) AU2022472388A1 (https=)
GB (1) GB2638862A (https=)
MX (1) MX2025001419A (https=)
WO (1) WO2024027939A1 (https=)

Families Citing this family (24)

* Cited by examiner, † Cited by third party
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EP4322637A1 (en) * 2022-08-11 2024-02-14 Nokia Technologies Oy Machine learning model validation for ue positioning based on reference device information for wireless networks
US20240230828A9 (en) * 2022-10-19 2024-07-11 Qualcomm Incorporated Positioning model training based on radio frequency fingerprint positioning (rffp) measurements corresponding to position displacements
WO2025171898A1 (en) * 2024-02-16 2025-08-21 Nokia Technologies Oy Positioning technique selection via a user equipment for ground truth generation associated with an artificial intelligence positioning estimation
GB2638216A (en) * 2024-02-16 2025-08-20 Nokia Technologies Oy Artificial intelligence/machine learning round trip positioning method
WO2025174727A1 (en) * 2024-02-16 2025-08-21 Apple Inc. Data collection for artificial intelligence/machine learning positioning mechanisms
WO2025150011A1 (en) * 2024-02-16 2025-07-17 Lenovo (Singapore) Pte. Ltd. Reporting a channel signature for machine learning positioning
WO2025150009A1 (en) * 2024-02-16 2025-07-17 Lenovo (Singapore) Pte. Ltd. Downlink channel impulse response measurement for machine learning positioning
WO2025171896A1 (en) * 2024-02-16 2025-08-21 Nokia Technologies Oy Positioning technique selection via a network entity for ground truth generation associated with an artificial intelligence positioning estimation
WO2025199995A1 (en) * 2024-03-29 2025-10-02 Nec Corporation Devices, methods, and medium for communication
WO2025231658A1 (en) * 2024-05-08 2025-11-13 Apple Inc. Assistance information for ai/ml model for positioning
WO2025156505A1 (en) * 2024-05-10 2025-07-31 Zte Corporation Systems and methods for performing downlink and uplink artificial intelligence/machine learning positioning
WO2025254972A1 (en) * 2024-06-07 2025-12-11 Qualcomm Incorporated Positioning and sensing machine learning model association rules
WO2026005886A1 (en) * 2024-06-26 2026-01-02 Qualcomm Incorporated Vision-aided positioning model management and training data acquisition
WO2025107685A1 (en) * 2024-07-19 2025-05-30 Lenovo (Beijing) Limited Configuration enhancements
WO2026022630A1 (en) * 2024-07-26 2026-01-29 Telefonaktiebolaget Lm Ericsson (Publ) Training data collection for positioning artificial intelligence/machine learning models
DE102024207068A1 (de) 2024-07-26 2026-01-29 Continental Automotive Technologies GmbH System und einrichtung, die zum verbessern eines kommunikationsvorgangs geeignet sind, und damit in verbindung stehendes verarbeitungsverfahren
US20260046805A1 (en) * 2024-08-08 2026-02-12 Interdigital Patent Holdings, Inc. Methods for Data Collection for AI-based Positioning Model Training in Wireless Network
WO2026033288A1 (en) * 2024-08-09 2026-02-12 Nokia Technologies Oy Accurate ground truth collection for ai/ml positioning
GB2643324A (en) * 2024-08-09 2026-02-11 Nokia Technologies Oy Apparatus, method and computer program
WO2026072391A1 (en) * 2024-09-25 2026-04-02 Apple Inc. Functionality and model based identification for artificial intelligence/machine learning (ai/ml) based positioning
US20260088920A1 (en) * 2024-09-25 2026-03-26 Qualcomm Incorporated Artificial intelligence or machine learning positioning for positioning
WO2026072329A1 (en) * 2024-09-27 2026-04-02 Qualcomm Incorporated Server-side signaling for user-equipment-side machine learning model training
WO2026075831A1 (en) * 2024-10-04 2026-04-09 Qualcomm Incorporated Artificial intelligence-based device positioning with device group selection
WO2026080160A1 (en) * 2024-10-11 2026-04-16 Qualcomm Incorporated Signaling of reference signal for positioning configurations associated with training data collection of an artificial intelligence machine learning model for positioning

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20210160812A1 (en) * 2019-11-21 2021-05-27 Qualcomm Incorporated Ue-based positioning
US20210267006A1 (en) * 2020-02-21 2021-08-26 Qualcomm Incorporated Indication triggering transmission of known data for training artificial neural networks
WO2022155244A2 (en) * 2021-01-12 2022-07-21 Idac Holdings, Inc. Methods and apparatus for training based positioning in wireless communication systems

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20210160812A1 (en) * 2019-11-21 2021-05-27 Qualcomm Incorporated Ue-based positioning
US20210267006A1 (en) * 2020-02-21 2021-08-26 Qualcomm Incorporated Indication triggering transmission of known data for training artificial neural networks
WO2022155244A2 (en) * 2021-01-12 2022-07-21 Idac Holdings, Inc. Methods and apparatus for training based positioning in wireless communication systems

Also Published As

Publication number Publication date
CN119654572A (zh) 2025-03-18
GB202500124D0 (en) 2025-02-19
AU2022472388A1 (en) 2025-01-09
MX2025001419A (es) 2025-03-07
WO2024027939A1 (en) 2024-02-08
EP4565891A1 (en) 2025-06-11
JP2025528095A (ja) 2025-08-26

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