CN121530433A - 人工智能（ai）/机器学习（ml）在波束管理和分层波束预测中的校验 - Google Patents
人工智能（ai）/机器学习（ml）在波束管理和分层波束预测中的校验Info
- Publication number
- CN121530433A CN121530433A CN202512023990.1A CN202512023990A CN121530433A CN 121530433 A CN121530433 A CN 121530433A CN 202512023990 A CN202512023990 A CN 202512023990A CN 121530433 A CN121530433 A CN 121530433A
- Authority
- CN
- China
- Prior art keywords
- resources
- wtru
- model
- predicted
- prediction
- 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
Links
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/04—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
- H04B7/06—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station
- H04B7/0686—Hybrid systems, i.e. switching and simultaneous transmission
- H04B7/0695—Hybrid systems, i.e. switching and simultaneous transmission using beam selection
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/04—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
- H04B7/08—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the receiving station
- H04B7/0868—Hybrid systems, i.e. switching and combining
- H04B7/088—Hybrid systems, i.e. switching and combining using beam selection
Landscapes
- Engineering & Computer Science (AREA)
- Software Systems (AREA)
- Signal Processing (AREA)
- Computer Networks & Wireless Communication (AREA)
- Theoretical Computer Science (AREA)
- Evolutionary Computation (AREA)
- Medical Informatics (AREA)
- Physics & Mathematics (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Mathematical Physics (AREA)
- Data Mining & Analysis (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Artificial Intelligence (AREA)
- Mobile Radio Communication Systems (AREA)
Applications Claiming Priority (4)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US202263395587P | 2022-08-05 | 2022-08-05 | |
| US63/395587 | 2022-08-05 | ||
| PCT/US2023/029473 WO2024030604A1 (en) | 2022-08-05 | 2023-08-04 | Validation of artificial intelligence (ai)/machine learning (ml) in beam management and hierarchical beam prediction |
| CN202380063692.1A CN120035946A (zh) | 2022-08-05 | 2023-08-04 | 人工智能(ai)/机器学习(ml)在波束管理和分层波束预测中的校验 |
Related Parent Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202380063692.1A Division CN120035946A (zh) | 2022-08-05 | 2023-08-04 | 人工智能(ai)/机器学习(ml)在波束管理和分层波束预测中的校验 |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN121530433A true CN121530433A (zh) | 2026-02-13 |
Family
ID=87863241
Family Applications (2)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202512023990.1A Pending CN121530433A (zh) | 2022-08-05 | 2023-08-04 | 人工智能（ai）/机器学习（ml）在波束管理和分层波束预测中的校验 |
| CN202380063692.1A Pending CN120035946A (zh) | 2022-08-05 | 2023-08-04 | 人工智能(ai)/机器学习(ml)在波束管理和分层波束预测中的校验 |
Family Applications After (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202380063692.1A Pending CN120035946A (zh) | 2022-08-05 | 2023-08-04 | 人工智能(ai)/机器学习(ml)在波束管理和分层波束预测中的校验 |
Country Status (4)
| Country | Link |
|---|---|
| EP (1) | EP4548492A1 (https=) |
| JP (1) | JP2025529672A (https=) |
| CN (2) | CN121530433A (https=) |
| WO (1) | WO2024030604A1 (https=) |
Families Citing this family (25)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20250055561A1 (en) * | 2023-08-07 | 2025-02-13 | Qualcomm Incorporated | Quasi co-location relation indication for artificial intelligence or machine learning models |
| WO2025175238A1 (en) * | 2024-02-15 | 2025-08-21 | Ofinno, Llc | Report of artificial intelligence model output |
| WO2025171593A1 (en) * | 2024-02-16 | 2025-08-21 | Qualcomm Incorporated | Predictive beam management according to quasi-collocation types |
| GB2638266A (en) * | 2024-02-16 | 2025-08-20 | Sony Group Corp | Methods, communications devices, infrastructure equipment, and information processing servers |
| DE102024201472A1 (de) * | 2024-02-19 | 2025-08-21 | Continental Automotive Technologies GmbH | System und gerät zur bestimmung einer modellgenauigkeit und zugehöriges verfahren |
| WO2025178538A1 (en) * | 2024-02-19 | 2025-08-28 | Telefonaktiebolaget Lm Ericsson (Publ) | Methods for selecting and configuring measurement resources based on configured prediction resources for aiml radio measurement predictions |
| WO2025183612A1 (en) * | 2024-02-26 | 2025-09-04 | Telefonaktiebolaget Lm Ericsson (Publ) | Selecting measurement resources for training a ue sided model ml for ai/ml radio measurement predictions |
| WO2025198240A1 (en) * | 2024-03-20 | 2025-09-25 | Lg Electronics Inc. | Method and apparatus for inference function management |
| WO2025194477A1 (en) * | 2024-03-22 | 2025-09-25 | Qualcomm Incorporated | User equipment side beam prediction reporting |
| WO2025212470A1 (en) * | 2024-04-01 | 2025-10-09 | Interdigital Patent Holdings, Inc. | Methods for offline policy validation in reinforcement learning |
| WO2025212462A1 (en) * | 2024-04-02 | 2025-10-09 | Apple Inc. | Beam measurement accuracy test metric for artificial intelligence / machine language (ai/ml) based beam management |
| WO2025211846A1 (ko) * | 2024-04-05 | 2025-10-09 | 현대자동차주식회사 | 무선 통신 시스템에서 인공지능 및 기계학습 기반의 빔 관리를 위한 훈련 데이터를 수집하기 위한 방법 및 장치 |
| WO2025212027A1 (en) * | 2024-04-05 | 2025-10-09 | Telefonaktiebolaget Lm Ericsson (Publ) | Wireless device, network node, and methods performed thereby for handling channel state information |
| WO2025212008A1 (en) * | 2024-04-05 | 2025-10-09 | Telefonaktiebolaget Lm Ericsson (Publ) | Method for enabling dynamic configuration, measurement and reporting of beams within the channel state information framework |
| WO2025172979A1 (en) * | 2024-04-12 | 2025-08-21 | Lenovo (Singapore) Pte. Ltd. | Learning model selection at a device |
| WO2025156450A1 (en) * | 2024-04-12 | 2025-07-31 | Zte Corporation | Information exchange for wireless communications |
| WO2025231859A1 (zh) * | 2024-05-10 | 2025-11-13 | 富士通株式会社 | 人工智能模型的性能监测方法、装置和通信系统 |
| CN120956368A (zh) * | 2024-05-14 | 2025-11-14 | 华为技术有限公司 | 一种模型监控方法及装置 |
| CN118473485B (zh) * | 2024-05-17 | 2025-05-23 | 北京玄戒技术有限公司 | 波束感知方法、装置、通信设备、存储介质及芯片 |
| WO2025242352A1 (en) * | 2024-05-20 | 2025-11-27 | Nokia Technologies Oy | Mechanism for controlling communication state management process |
| WO2025107605A1 (en) * | 2024-06-19 | 2025-05-30 | Lenovo (Beijing) Limited | Beam reporting |
| WO2026024518A1 (en) * | 2024-07-24 | 2026-01-29 | Google Llc | Methods and devices enabling user-provided machine learning-based network configuration recommendations |
| WO2026032651A1 (en) * | 2024-08-05 | 2026-02-12 | Sony Group Corporation | Infrastructure equipment, communications device, and methods for controlling transmission of uplink reference signals |
| WO2026031168A1 (en) * | 2024-08-09 | 2026-02-12 | Google Llc | Reducing overhead in channel state information (csi) reference signals for prediction based csi feedback |
| CN119450516B (zh) * | 2024-09-06 | 2025-11-07 | 中国电信股份有限公司技术创新中心 | 模型生命周期管理方法、装置、通信设备和存储介质 |
Family Cites Families (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US10944465B2 (en) * | 2017-08-09 | 2021-03-09 | Telefonaktiebolaget Lm Ericsson (Publ) | System and method for antenna beam selection |
| US10638482B2 (en) * | 2017-12-15 | 2020-04-28 | Qualcomm Incorporated | Methods and apparatuses for dynamic beam pair determination |
| US20210400651A1 (en) * | 2018-08-15 | 2021-12-23 | Telefonaktiebolaget Lm Ericsson (Publ) | Apparatuses, devices and methods for performing beam management |
| US10666342B1 (en) * | 2019-05-01 | 2020-05-26 | Qualcomm Incorporated | Beam management using adaptive learning |
| US11424791B2 (en) * | 2020-04-16 | 2022-08-23 | Qualcomm Incorporated | Machine learning model selection in beamformed communications |
-
2023
- 2023-08-04 CN CN202512023990.1A patent/CN121530433A/zh active Pending
- 2023-08-04 WO PCT/US2023/029473 patent/WO2024030604A1/en not_active Ceased
- 2023-08-04 JP JP2025505858A patent/JP2025529672A/ja active Pending
- 2023-08-04 EP EP23762299.8A patent/EP4548492A1/en active Pending
- 2023-08-04 CN CN202380063692.1A patent/CN120035946A/zh active Pending
Also Published As
| Publication number | Publication date |
|---|---|
| EP4548492A1 (en) | 2025-05-07 |
| WO2024030604A1 (en) | 2024-02-08 |
| CN120035946A (zh) | 2025-05-23 |
| JP2025529672A (ja) | 2025-09-09 |
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Legal Events
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| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination |