CN114729965A - 用于处理光学部件的设备、系统和方法 - Google Patents

用于处理光学部件的设备、系统和方法 Download PDF

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Publication number
CN114729965A
CN114729965A CN202080082869.9A CN202080082869A CN114729965A CN 114729965 A CN114729965 A CN 114729965A CN 202080082869 A CN202080082869 A CN 202080082869A CN 114729965 A CN114729965 A CN 114729965A
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China
Prior art keywords
optical
neural network
waveform
output data
signal
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CN202080082869.9A
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English (en)
Chinese (zh)
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S·J·瓦鲁杰斯
S·E·拉尔夫
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Georgia Tech Research Corp
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Georgia Tech Research Corp
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    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B10/00—Transmission systems employing electromagnetic waves other than radio-waves, e.g. infrared, visible or ultraviolet light, or employing corpuscular radiation, e.g. quantum communication
    • H04B10/07—Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems
    • H04B10/073—Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems using an out-of-service signal
    • H04B10/0731—Testing or characterisation of optical devices, e.g. amplifiers
    • 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
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B10/00—Transmission systems employing electromagnetic waves other than radio-waves, e.g. infrared, visible or ultraviolet light, or employing corpuscular radiation, e.g. quantum communication
    • H04B10/07—Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B10/00—Transmission systems employing electromagnetic waves other than radio-waves, e.g. infrared, visible or ultraviolet light, or employing corpuscular radiation, e.g. quantum communication
    • H04B10/07—Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems
    • H04B10/075—Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems using an in-service signal
    • H04B10/079—Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems using an in-service signal using measurements of the data signal
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B10/00—Transmission systems employing electromagnetic waves other than radio-waves, e.g. infrared, visible or ultraviolet light, or employing corpuscular radiation, e.g. quantum communication
    • H04B10/07—Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems
    • H04B10/075—Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems using an in-service signal
    • H04B10/079—Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems using an in-service signal using measurements of the data signal
    • H04B10/0795—Performance monitoring; Measurement of transmission parameters
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B10/00—Transmission systems employing electromagnetic waves other than radio-waves, e.g. infrared, visible or ultraviolet light, or employing corpuscular radiation, e.g. quantum communication
    • H04B10/07—Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems
    • H04B10/075—Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems using an in-service signal
    • H04B10/079—Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems using an in-service signal using measurements of the data signal
    • H04B10/0799—Monitoring line transmitter or line receiver equipment

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  • Physics & Mathematics (AREA)
  • Electromagnetism (AREA)
  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Optical Communication System (AREA)
  • Testing Of Optical Devices Or Fibers (AREA)
CN202080082869.9A 2019-11-05 2020-11-05 用于处理光学部件的设备、系统和方法 Pending CN114729965A (zh)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201962930681P 2019-11-05 2019-11-05
US62/930,681 2019-11-05
US202063057572P 2020-07-28 2020-07-28
US63/057,572 2020-07-28
PCT/US2020/059086 WO2021092156A1 (en) 2019-11-05 2020-11-05 Devices, systems, and methods for processing optical components

Publications (1)

Publication Number Publication Date
CN114729965A true CN114729965A (zh) 2022-07-08

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US (1) US12483328B2 (https=)
JP (1) JP7607652B2 (https=)
CN (1) CN114729965A (https=)
DE (1) DE112020005481T5 (https=)
WO (1) WO2021092156A1 (https=)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN120043644A (zh) * 2025-04-23 2025-05-27 大连理工大学 基于神经网络的超宽带任意光学波形单帧测量方法

Families Citing this family (19)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP7739341B2 (ja) 2020-06-11 2025-09-16 テクトロニクス・インコーポレイテッド 画像データ生成システム及び波形分類方法
JP2024506293A (ja) 2021-02-03 2024-02-13 テクトロニクス・インコーポレイテッド 人間と機械学習のためのオーバーレイ、コンポジット、ダイナミック・アイ・トリガを備えたアイのクラス・セパレータ
US11907090B2 (en) * 2021-08-12 2024-02-20 Tektronix, Inc. Machine learning for taps to accelerate TDECQ and other measurements
US11923896B2 (en) * 2021-03-24 2024-03-05 Tektronix, Inc. Optical transceiver tuning using machine learning
US11923895B2 (en) * 2021-03-24 2024-03-05 Tektronix, Inc. Optical transmitter tuning using machine learning and reference parameters
US20240235669A1 (en) * 2021-03-24 2024-07-11 Tektronix, Inc. Systems and methods for tuning and measuring a device under test using machine learning
US12442852B2 (en) 2022-03-30 2025-10-14 Tektronix, Inc. Tuning a device under test using parallel pipeline machine learning assistance
US11940889B2 (en) * 2021-08-12 2024-03-26 Tektronix, Inc. Combined TDECQ measurement and transmitter tuning using machine learning
US20220334180A1 (en) * 2021-04-20 2022-10-20 Tektronix, Inc. Real-equivalent-time flash array digitizer oscilloscope architecture
US12146914B2 (en) 2021-05-18 2024-11-19 Tektronix, Inc. Bit error ratio estimation using machine learning
EP4096118A1 (en) * 2021-05-28 2022-11-30 ADVA Optical Networking SE Method for determining actual values of one or more characteristics of a phase-modulated optical signal
US12571841B2 (en) 2021-06-04 2026-03-10 Tektronix, Inc. General digital signal processing waveform machine learning control application
US11601204B2 (en) 2021-07-16 2023-03-07 Cisco Technology, Inc. Leveraging coherent detection to measure performance of optical transmitter
US12416662B2 (en) 2022-01-14 2025-09-16 Tektronix, Inc. Machine learning model training using de-noised data and model prediction with noise correction
US12596145B2 (en) 2022-03-30 2026-04-07 Tektronix, Inc. Optical tuning test system using parallel oven pipelines with parallel instrument channels and machine learning assistance
EP4566247A4 (en) * 2022-10-10 2025-11-12 Huawei Tech Co Ltd RECEIVER DEVICE FOR PULSE AMPLITUDE MODULATION SIGNALS
US20240168471A1 (en) * 2022-11-23 2024-05-23 Tektronix, Inc. Interoperability predictor using machine learning and repository of tx, channel, and rx models from multiple vendors
JP7570452B2 (ja) * 2023-03-27 2024-10-21 東芝情報システム株式会社 機械学習判定モデル、機械学習判定モデル生成方法及び機械学習判定モデル生成用プログラム
CN116614178B (zh) * 2023-05-10 2025-12-23 中国联合网络通信集团有限公司 一种割接状态确定方法、装置、电子设备及存储介质

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20150318919A1 (en) * 2014-05-01 2015-11-05 Mellanox Technologies Denmark Aps Method of calculating transmitter and dispersion penalty for predicting optical data link and signal quality
US20180074096A1 (en) * 2016-09-12 2018-03-15 Tektronix, Inc. Recommending measurements based on detected waveform type
US20180356655A1 (en) * 2017-06-10 2018-12-13 Luxtera, Inc. Method And System For A Distributed Mach-Zehnder Interferometer With Integrated Feed Forward Equalizer
WO2019206205A1 (zh) * 2018-04-27 2019-10-31 华为技术有限公司 一致性测试方法、装置和存储介质

Family Cites Families (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8111986B1 (en) * 2004-12-22 2012-02-07 Clariphy Communications, Inc. Testing of transmitters for communication links by software simulation of reference channel and/or reference receiver
US7643752B2 (en) * 2004-12-22 2010-01-05 Clariphy Communications, Inc. Testing of transmitters for communication links by software simulation of reference channel and/or reference receiver
US8494376B2 (en) * 2008-04-14 2013-07-23 Avago Technologies General Ip (Singapore) Pte. Ltd. Method and apparatus for testing transmitters in optical fiber networks
CN107342810B (zh) 2017-07-03 2019-11-19 北京邮电大学 基于卷积神经网络的深度学习智能眼图分析方法
US20190038387A1 (en) 2017-08-07 2019-02-07 Dentsply Sirona Inc. Integrated porcelain system for a dental prosthesis
US10396897B1 (en) * 2018-04-17 2019-08-27 General Electric Company Systems and methods for predicting defects in optical transceiver devices
CN112534282B (zh) * 2018-06-14 2024-12-10 特克特朗尼克公司 集成通信链路测试
US10903204B2 (en) 2018-07-24 2021-01-26 Amazing Microelectronic Corp. Lateral transient voltage suppressor device
US10727973B1 (en) * 2019-04-19 2020-07-28 Fujitsu Limited Apparatus and method for self-learning and predictive DWDM network
US11443137B2 (en) * 2019-07-31 2022-09-13 Rohde & Schwarz Gmbh & Co. Kg Method and apparatus for detecting signal features
CN115441944A (zh) * 2019-08-31 2022-12-06 华为技术有限公司 一种获取发射机测试参数的方法和装置以及存储介质
US11133865B2 (en) * 2019-10-08 2021-09-28 Nec Corporation Optical network performance evaluation using a hybrid neural network

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20150318919A1 (en) * 2014-05-01 2015-11-05 Mellanox Technologies Denmark Aps Method of calculating transmitter and dispersion penalty for predicting optical data link and signal quality
US20180074096A1 (en) * 2016-09-12 2018-03-15 Tektronix, Inc. Recommending measurements based on detected waveform type
US20180356655A1 (en) * 2017-06-10 2018-12-13 Luxtera, Inc. Method And System For A Distributed Mach-Zehnder Interferometer With Integrated Feed Forward Equalizer
WO2019206205A1 (zh) * 2018-04-27 2019-10-31 华为技术有限公司 一致性测试方法、装置和存储介质

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
DANSHI WANG ETAL.: "Intelligent constellation diagram analyzer using convolutional neural network-based deep learning", OPTICS EXPRESS, vol. 25, no. 15, 24 July 2017 (2017-07-24), pages 1 - 17, XP055741722, DOI: 10.1364/OE.25.017150 *
JEFFREY A. JARGON ET AL.: "Optical Performance Monitoring Using Artificial Neural Networks Trained With Eye-Diagram Parameters", IEEE PHOTONICS TECHNOLOGY LETTERS, vol. 21, no. 1, 1 January 2009 (2009-01-01), pages 54 - 56 *

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN120043644A (zh) * 2025-04-23 2025-05-27 大连理工大学 基于神经网络的超宽带任意光学波形单帧测量方法

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DE112020005481T5 (de) 2022-09-15
US12483328B2 (en) 2025-11-25
JP7607652B2 (ja) 2024-12-27
WO2021092156A1 (en) 2021-05-14
JP2022554306A (ja) 2022-12-28
US20220407595A1 (en) 2022-12-22

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Application publication date: 20220708