MX2025001419A - Entrenamiento de modelos de posicionamiento de aprendizaje automatico en una red de comunicaciones inalambricas - Google Patents
Entrenamiento de modelos de posicionamiento de aprendizaje automatico en una red de comunicaciones inalambricasInfo
- Publication number
- MX2025001419A MX2025001419A MX2025001419A MX2025001419A MX2025001419A MX 2025001419 A MX2025001419 A MX 2025001419A MX 2025001419 A MX2025001419 A MX 2025001419A MX 2025001419 A MX2025001419 A MX 2025001419A MX 2025001419 A MX2025001419 A MX 2025001419A
- Authority
- MX
- Mexico
- Prior art keywords
- machine learning
- positioning
- training dataset
- wireless communications
- communications network
- Prior art date
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)
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 (1)
| Publication Number | Publication Date |
|---|---|
| MX2025001419A true MX2025001419A (es) | 2025-03-07 |
Family
ID=83546962
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| MX2025001419A MX2025001419A (es) | 2022-08-05 | 2025-02-04 | Entrenamiento de modelos de posicionamiento de aprendizaje automatico en una red de comunicaciones inalambricas |
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)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| 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 |
Family Cites Families (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US11445465B2 (en) * | 2019-11-21 | 2022-09-13 | Qualcomm Incorporated | UE-based positioning |
| US11792877B2 (en) * | 2020-02-21 | 2023-10-17 | Qualcomm Incorporated | Indication triggering transmission of known data for training artificial neural networks |
| EP4278205A2 (en) * | 2021-01-12 | 2023-11-22 | InterDigital Patent Holdings, Inc. | Methods and apparatus for training based positioning in wireless communication systems |
-
2022
- 2022-09-12 JP JP2025506181A patent/JP2025528095A/ja active Pending
- 2022-09-12 GB GB2500124.9A patent/GB2638862A/en active Pending
- 2022-09-12 AU AU2022472388A patent/AU2022472388A1/en active Pending
- 2022-09-12 WO PCT/EP2022/075258 patent/WO2024027939A1/en not_active Ceased
- 2022-09-12 EP EP22783313.4A patent/EP4565891A1/en active Pending
- 2022-09-12 CN CN202280098682.7A patent/CN119654572A/zh active Pending
-
2025
- 2025-02-04 MX MX2025001419A patent/MX2025001419A/es unknown
Also Published As
| Publication number | Publication date |
|---|---|
| CN119654572A (zh) | 2025-03-18 |
| GB2638862A (en) | 2025-09-03 |
| GB202500124D0 (en) | 2025-02-19 |
| AU2022472388A1 (en) | 2025-01-09 |
| WO2024027939A1 (en) | 2024-02-08 |
| EP4565891A1 (en) | 2025-06-11 |
| JP2025528095A (ja) | 2025-08-26 |
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