PH12022551801A1 - Machine learning based receiver performance improvement using peak reduction tones - Google Patents
Machine learning based receiver performance improvement using peak reduction tonesInfo
- Publication number
- PH12022551801A1 PH12022551801A1 PH1/2022/551801A PH12022551801A PH12022551801A1 PH 12022551801 A1 PH12022551801 A1 PH 12022551801A1 PH 12022551801 A PH12022551801 A PH 12022551801A PH 12022551801 A1 PH12022551801 A1 PH 12022551801A1
- Authority
- PH
- Philippines
- Prior art keywords
- transmitter
- communication device
- neural network
- wireless communication
- transmission waveforms
- Prior art date
Links
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L27/00—Modulated-carrier systems
- H04L27/26—Systems using multi-frequency codes
- H04L27/2601—Multicarrier modulation systems
- H04L27/2614—Peak power aspects
- H04L27/2618—Reduction thereof using auxiliary subcarriers
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L27/00—Modulated-carrier systems
- H04L27/26—Systems using multi-frequency codes
- H04L27/2601—Multicarrier modulation systems
- H04L27/2614—Peak power aspects
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
- G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
- G06F18/2148—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
-
- 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
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- 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
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
- G06N3/0455—Auto-encoder networks; Encoder-decoder networks
-
- 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
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/0499—Feedforward networks
-
- 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
-
- 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
- G06N3/084—Backpropagation, e.g. using gradient descent
-
- 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
- G06N3/088—Non-supervised learning, e.g. competitive 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
- G06N3/09—Supervised learning
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B3/00—Line transmission systems
- H04B3/02—Details
- H04B3/04—Control of transmission; Equalising
- H04B3/06—Control of transmission; Equalising by the transmitted signal
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B3/00—Line transmission systems
- H04B3/02—Details
- H04B3/20—Reducing echo effects or singing; Opening or closing transmitting path; Conditioning for transmission in one direction or the other
- H04B3/23—Reducing echo effects or singing; Opening or closing transmitting path; Conditioning for transmission in one direction or the other using a replica of transmitted signal in the time domain, e.g. echo cancellers
- H04B3/238—Reducing echo effects or singing; Opening or closing transmitting path; Conditioning for transmission in one direction or the other using a replica of transmitted signal in the time domain, e.g. echo cancellers using initial training sequence
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B3/00—Line transmission systems
- H04B3/02—Details
- H04B3/46—Monitoring; Testing
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L27/00—Modulated-carrier systems
- H04L27/26—Systems using multi-frequency codes
- H04L27/2601—Multicarrier modulation systems
- H04L27/2614—Peak power aspects
- H04L27/2615—Reduction thereof using coding
-
- 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
- H04W72/00—Local resource management
- H04W72/04—Wireless resource allocation
-
- 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
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/044—Recurrent networks, e.g. Hopfield networks
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- Signal Processing (AREA)
- Data Mining & Analysis (AREA)
- Computer Networks & Wireless Communication (AREA)
- Evolutionary Computation (AREA)
- Life Sciences & Earth Sciences (AREA)
- Artificial Intelligence (AREA)
- General Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- General Health & Medical Sciences (AREA)
- Software Systems (AREA)
- Molecular Biology (AREA)
- Computing Systems (AREA)
- Biophysics (AREA)
- Biomedical Technology (AREA)
- Mathematical Physics (AREA)
- Computational Linguistics (AREA)
- Health & Medical Sciences (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Evolutionary Biology (AREA)
- Mobile Radio Communication Systems (AREA)
- Transceivers (AREA)
- Dc Digital Transmission (AREA)
Applications Claiming Priority (4)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US202062980776P | 2020-02-24 | 2020-02-24 | |
| US202063009369P | 2020-04-13 | 2020-04-13 | |
| US17/154,215 US11804998B2 (en) | 2020-02-24 | 2021-01-21 | Machine learning based receiver performance improvement using peak reduction tones |
| PCT/US2021/014503 WO2021173267A1 (en) | 2020-02-24 | 2021-01-22 | Machine learning based receiver performance improvement using peak reduction tones |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| PH12022551801A1 true PH12022551801A1 (en) | 2024-02-12 |
Family
ID=77366362
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| PH1/2022/551801A PH12022551801A1 (en) | 2020-02-24 | 2021-01-22 | Machine learning based receiver performance improvement using peak reduction tones |
Country Status (9)
| Country | Link |
|---|---|
| US (2) | US11677605B2 (https=) |
| EP (2) | EP4111655A1 (https=) |
| JP (1) | JP7665642B2 (https=) |
| KR (1) | KR20220139893A (https=) |
| CN (2) | CN115104292B (https=) |
| BR (1) | BR112022015851A2 (https=) |
| PH (1) | PH12022551801A1 (https=) |
| TW (1) | TWI891712B (https=) |
| WO (2) | WO2021173272A1 (https=) |
Families Citing this family (18)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US11677605B2 (en) | 2020-02-24 | 2023-06-13 | Qualcomm Incorporated | Machine learning based uplink coverage enhancement using peak reduction tones |
| US20210314270A1 (en) | 2020-04-01 | 2021-10-07 | Qualcomm Incorporated | Dynamic packet buffering duration |
| US11743086B2 (en) * | 2020-05-04 | 2023-08-29 | Qualcomm Incorporated | Tone reservation for peak to average power ratio reduction |
| US11817986B2 (en) * | 2020-07-09 | 2023-11-14 | Qualcomm Incorporated | Carrier aggregation peak to average power ratio reduction using peak reduction tones |
| US11996968B2 (en) | 2020-08-25 | 2024-05-28 | Qualcomm Incorporated | Neural augmentation for device nonlinearity mitigation in x-node machine learning |
| KR102947796B1 (ko) * | 2021-03-26 | 2026-04-02 | 지티이 코포레이션 | 톤 예약을 위한 구성 방법 |
| US12218781B2 (en) | 2021-04-13 | 2025-02-04 | Samsung Electronics Co., Ltd | Enhancement of channel estimation in wireless communication based on supervised learning |
| KR20230164188A (ko) * | 2021-04-13 | 2023-12-01 | 구글 엘엘씨 | 데이터 스트리밍을 위한 엔드-투-엔드 신경망 구성을 적용한 무선 시스템 |
| US11658708B2 (en) * | 2021-07-02 | 2023-05-23 | Qualcomm Incorporated | Codebook embedding generation and processing |
| US20250047568A1 (en) * | 2021-12-14 | 2025-02-06 | Sony Group Corporation | Transmission device, reception device, transmission method, and reception method |
| US11595237B1 (en) * | 2022-05-03 | 2023-02-28 | Qualcomm Incorporated | Peak reduction tone allocation |
| CN114884793A (zh) * | 2022-07-08 | 2022-08-09 | 清华四川能源互联网研究院 | 基于凸优化的ofdm信号峰均比抑制算法、系统、设备及介质 |
| US12517159B2 (en) | 2022-08-04 | 2026-01-06 | Viasat, Inc. | Machine learning based tuning of radio frequency apparatuses |
| KR102879796B1 (ko) * | 2022-12-08 | 2025-11-03 | 한국전자기술연구원 | 강화학습 기반 sc-fdma 시스템의 papr 감소 장치 |
| CN116189427B (zh) * | 2023-01-12 | 2024-05-28 | 东风悦享科技有限公司 | 一种基于prt的可移动式站点换乘方法及系统 |
| CN116975032B (zh) * | 2023-07-14 | 2024-04-12 | 南京领行科技股份有限公司 | 数据对齐方法、系统和电子设备及存储介质 |
| US12231277B1 (en) * | 2023-08-16 | 2025-02-18 | Qualcomm Incorporated | Tone reservation techniques in full-duplex networks |
| WO2025099839A1 (ja) * | 2023-11-07 | 2025-05-15 | 株式会社Ｎｔｔドコモ | 端末、無線通信方法及び基地局 |
Family Cites Families (33)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| RU2161826C2 (ru) * | 1998-08-17 | 2001-01-10 | Пензенский научно-исследовательский электротехнический институт | Способ автоматической идентификации личности |
| US6721673B2 (en) * | 2001-06-12 | 2004-04-13 | National Instruments Corporation | Estimating a plurality of tones in an input signal |
| JP4073753B2 (ja) * | 2002-10-24 | 2008-04-09 | 正哉 太田 | マルチキャリア通信方法及びマルチキャリア通信装置 |
| KR100754617B1 (ko) * | 2004-10-11 | 2007-09-05 | 삼성전자주식회사 | 직교 주파수 분할 다중화 통신 시스템에서 피크대 평균전력비를 최소화시키기 위한 장치 및 방법 |
| CN101512945A (zh) * | 2006-09-15 | 2009-08-19 | 富士通株式会社 | 用于通过多载波方式发送信号的装置及方法 |
| WO2008060202A1 (en) * | 2006-11-13 | 2008-05-22 | Telefonaktiebolaget Lm Ericsson (Publ) | A method for limiting local bandwidth impairment using tone reservation |
| JP4264841B2 (ja) * | 2006-12-01 | 2009-05-20 | ソニー株式会社 | 音声認識装置および音声認識方法、並びに、プログラム |
| KR101314254B1 (ko) * | 2007-02-16 | 2013-10-02 | 삼성전자주식회사 | Ｏｆｄｍ 송수신 시스템 및 그 방법 |
| CN101689955B (zh) * | 2007-06-29 | 2013-03-20 | 日本电气株式会社 | 发送信号生成装置、方法 |
| US20090080556A1 (en) * | 2007-09-25 | 2009-03-26 | Chunjie Duan | Reducing Peak-to-Average-Power-Ratio in OFDM/OFDMA Signals by Deliberate Error Injection |
| US8243844B2 (en) | 2007-11-30 | 2012-08-14 | Futurewei Technologies, Inc. | Power reduction for digital subscriber line |
| WO2009152038A1 (en) * | 2008-06-13 | 2009-12-17 | Conexant Systems, Inc. | Systems and methods for positioning and messaging of reserved tones for peak-to-average ratio (par) reduction in dsl systems |
| US8213536B2 (en) * | 2008-06-13 | 2012-07-03 | Ikanos Communications, Inc. | Low complexity systems and methods for peak-to-average ratio (PAR) reduction using reserved tones |
| WO2012030319A2 (en) * | 2009-06-26 | 2012-03-08 | Hypres, Inc. | System and method for controlling combined radio signals |
| US8917784B2 (en) | 2009-07-17 | 2014-12-23 | Qualcomm Incorporated | Method and apparatus for constructing very high throughput long training field sequences |
| US8676574B2 (en) * | 2010-11-10 | 2014-03-18 | Sony Computer Entertainment Inc. | Method for tone/intonation recognition using auditory attention cues |
| EP2796166A1 (en) * | 2013-04-23 | 2014-10-29 | Lighten Aps | Personalised lighting control |
| US8804862B2 (en) | 2012-01-09 | 2014-08-12 | King Fahd University Of Petroleum And Minerals | Method of performing peak reduction and clipping mitigation |
| CN105814856B (zh) * | 2013-11-26 | 2019-02-12 | 普鲁斯恩公司 | 控制组合波形的方法、设备和系统、组合多个信号的设备 |
| US20150268686A1 (en) * | 2014-03-19 | 2015-09-24 | University Of Florida Research Foundation, Inc. | Social networking reducing peak power consumption in smart grid |
| EP3225004A4 (en) * | 2014-11-24 | 2018-06-20 | Telefonaktiebolaget LM Ericsson (publ) | Using a precoded multi-carrier modulation scheme in a wireless communication network |
| WO2016200186A1 (en) | 2015-06-09 | 2016-12-15 | Samsung Electronics Co., Ltd. | Method for determining reserved tones and transmitter for performing papr reduction using tone reservation |
| KR101833041B1 (ko) | 2015-06-09 | 2018-02-27 | 삼성전자주식회사 | 예약 톤 설계 방법 및 톤 예약 방식을 이용하여 papr 저감을 수행하는 송신기 |
| US9929890B2 (en) | 2015-06-09 | 2018-03-27 | Samsung Electronics Co., Ltd. | Method for determining reserved tones and transmitter for performing PAPR reduction using tone reservation |
| KR102597582B1 (ko) | 2015-06-09 | 2023-11-03 | 삼성전자주식회사 | 예약 톤 설계 방법 및 톤 예약 방식을 이용하여 papr 저감을 수행하는 송신기 |
| US10084632B2 (en) | 2016-09-22 | 2018-09-25 | Apple Inc. | System and method for peak-to-average power ratio reduction of OFDM signals via weighted gradient-based adaptive peak cancellation |
| KR102530000B1 (ko) | 2017-06-19 | 2023-05-08 | 버지니아 테크 인터렉추얼 프라퍼티스, 인크. | 다중 안테나 송수신기를 이용한 무선 송신을 위한 정보의 인코딩 및 디코딩 |
| US10469310B2 (en) | 2017-08-07 | 2019-11-05 | Futurewei Technologies, Inc. | System and method for transmit power control |
| EP3759654A4 (en) * | 2018-03-02 | 2021-09-08 | Deepsig Inc. | LEARNING COMMUNICATION SYSTEMS USING CHANNEL PROXIMITY |
| CN108833071B (zh) | 2018-03-19 | 2020-11-10 | 中国科学院电子学研究所 | 一种相位同步方法和装置 |
| CN109600335B (zh) * | 2019-01-17 | 2021-03-16 | 山东建筑大学 | 基于神经网络的aco-ofdm系统综合papr抑制方法及系统 |
| WO2020226386A1 (ko) * | 2019-05-03 | 2020-11-12 | 엘지전자 주식회사 | 무선통신시스템에서 사이드링크 신호를 송신하는 방법 |
| US11677605B2 (en) | 2020-02-24 | 2023-06-13 | Qualcomm Incorporated | Machine learning based uplink coverage enhancement using peak reduction tones |
-
2021
- 2021-01-21 US US17/154,607 patent/US11677605B2/en active Active
- 2021-01-21 US US17/154,215 patent/US11804998B2/en active Active
- 2021-01-22 WO PCT/US2021/014600 patent/WO2021173272A1/en not_active Ceased
- 2021-01-22 EP EP21705804.9A patent/EP4111655A1/en active Pending
- 2021-01-22 EP EP21706091.2A patent/EP4111656A1/en active Pending
- 2021-01-22 WO PCT/US2021/014503 patent/WO2021173267A1/en not_active Ceased
- 2021-01-22 JP JP2022549736A patent/JP7665642B2/ja active Active
- 2021-01-22 TW TW110102471A patent/TWI891712B/zh active
- 2021-01-22 PH PH1/2022/551801A patent/PH12022551801A1/en unknown
- 2021-01-22 CN CN202180014893.3A patent/CN115104292B/zh active Active
- 2021-01-22 KR KR1020227027657A patent/KR20220139893A/ko active Pending
- 2021-01-22 CN CN202180015386.1A patent/CN115152190B/zh active Active
- 2021-01-22 BR BR112022015851A patent/BR112022015851A2/pt unknown
Also Published As
| Publication number | Publication date |
|---|---|
| CN115152190B (zh) | 2024-03-22 |
| JP7665642B2 (ja) | 2025-04-21 |
| TW202135510A (zh) | 2021-09-16 |
| JP2023515453A (ja) | 2023-04-13 |
| EP4111656A1 (en) | 2023-01-04 |
| WO2021173267A1 (en) | 2021-09-02 |
| CN115152190A (zh) | 2022-10-04 |
| WO2021173272A1 (en) | 2021-09-02 |
| KR20220139893A (ko) | 2022-10-17 |
| US11804998B2 (en) | 2023-10-31 |
| CN115104292A (zh) | 2022-09-23 |
| EP4111655A1 (en) | 2023-01-04 |
| US20210266210A1 (en) | 2021-08-26 |
| US11677605B2 (en) | 2023-06-13 |
| CN115104292B (zh) | 2024-06-25 |
| US20210266036A1 (en) | 2021-08-26 |
| BR112022015851A2 (pt) | 2022-10-04 |
| TWI891712B (zh) | 2025-08-01 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| PH12022551801A1 (en) | Machine learning based receiver performance improvement using peak reduction tones | |
| EP4344334A3 (en) | Method and device for communicating synchronization signal | |
| JP2023515453A5 (https=) | ||
| WO2021141352A3 (ko) | 포인트 클라우드 데이터 송신 장치, 포인트 클라우드 데이터 송신 방법, 포인트 클라우드 데이터 수신 장치 및 포인트 클라우드 데이터 수신 방법 | |
| MY195980A (en) | Transmission Apparatus, Reception Apparatus, Communication Method, and Integrated Circuit | |
| RU2013144720A (ru) | Система радиосвязи | |
| TW200620885A (en) | Automatic adaptive equalization method and system for high-speed serial transmission link | |
| EP4492705A3 (en) | Signal retransmission and method | |
| EP1959585A3 (en) | Apparatus and method for transmitting and receiving forward shared control channel in a mobile communication system | |
| MY207623A (en) | Base station apparatus, terminal apparatus, and communication method | |
| RU2013104552A (ru) | Сигнализация по управляющему каналу с использованием кодовых точек для указания режима планирования | |
| WO2008014473A3 (en) | Method and apparatus for sending signaling for data transmission in a wireless communication system | |
| EP2175570A3 (en) | A base station, a mobile station, a radio communications system, and a radio transmission method using spread spectrum and chip repetition | |
| SE0203086D0 (en) | Transceiver apparatus and method for efficient high-speed data retransmission and decoding in a CDMA mobile communication system | |
| RU2008121170A (ru) | Предварительное кодирование для зависящего от сегмента планирования в беспроводных системах связи | |
| EP2448166A3 (en) | Data retransmission method and wireless communication apparatus | |
| MY142054A (en) | Radio network communication system and protocol | |
| MY168681A (en) | Methods and systems for communicating | |
| EP1548972A3 (en) | Transmitter device and relay device for performing data transmission control | |
| PH12022551807A1 (en) | Method to convey the tx waveform distortion to the receiver | |
| EP2122957A4 (en) | METHOD FOR RETRIEVING DATA IN A WIRELESS COMMUNICATION SYSTEM AND DEVICE FOR IMPLEMENTING IT | |
| PH12022550354A1 (en) | Sidelink csi report transmission methods and conditions | |
| MX2019010847A (es) | Mensaje autenticado de activacion y confirmacion. | |
| TW200713944A (en) | Method for transmitting/receiving signal having spread training symbol in mobile communication system | |
| SG155203A1 (en) | Method for determining a residual frequency offset, communication system, method for transmitting a message, transmitter, method for processing a message and receiver |