DE60032573D1 - Neurales netzwerk radarverarbeitungsgerät - Google Patents

Neurales netzwerk radarverarbeitungsgerät

Info

Publication number
DE60032573D1
DE60032573D1 DE60032573T DE60032573T DE60032573D1 DE 60032573 D1 DE60032573 D1 DE 60032573D1 DE 60032573 T DE60032573 T DE 60032573T DE 60032573 T DE60032573 T DE 60032573T DE 60032573 D1 DE60032573 D1 DE 60032573D1
Authority
DE
Germany
Prior art keywords
processing device
neural network
radar processing
network radar
neural
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.)
Expired - Fee Related
Application number
DE60032573T
Other languages
English (en)
Other versions
DE60032573T2 (de
Inventor
E Farmer
S Jacobs
Shan Cong
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.)
Automotive Systems Laboratory Inc
Original Assignee
Automotive Systems Laboratory Inc
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 Automotive Systems Laboratory Inc filed Critical Automotive Systems Laboratory Inc
Application granted granted Critical
Publication of DE60032573D1 publication Critical patent/DE60032573D1/de
Publication of DE60032573T2 publication Critical patent/DE60032573T2/de
Anticipated expiration legal-status Critical
Expired - Fee Related legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO 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
    • G01S13/00Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
    • G01S13/02Systems using reflection of radio waves, e.g. primary radar systems; Analogous systems
    • G01S13/50Systems of measurement based on relative movement of target
    • G01S13/58Velocity or trajectory determination systems; Sense-of-movement determination systems
    • G01S13/583Velocity or trajectory determination systems; Sense-of-movement determination systems using transmission of continuous unmodulated waves, amplitude-, frequency-, or phase-modulated waves and based upon the Doppler effect resulting from movement of targets
    • G01S13/584Velocity or trajectory determination systems; Sense-of-movement determination systems using transmission of continuous unmodulated waves, amplitude-, frequency-, or phase-modulated waves and based upon the Doppler effect resulting from movement of targets adapted for simultaneous range and velocity measurements
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO 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
    • G01S13/00Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
    • G01S13/02Systems using reflection of radio waves, e.g. primary radar systems; Analogous systems
    • G01S13/06Systems determining position data of a target
    • G01S13/08Systems for measuring distance only
    • G01S13/32Systems for measuring distance only using transmission of continuous waves, whether amplitude-, frequency-, or phase-modulated, or unmodulated
    • G01S13/34Systems for measuring distance only using transmission of continuous waves, whether amplitude-, frequency-, or phase-modulated, or unmodulated using transmission of continuous, frequency-modulated waves while heterodyning the received signal, or a signal derived therefrom, with a locally-generated signal related to the contemporaneously transmitted signal
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO 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
    • G01S7/00Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
    • G01S7/02Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00
    • G01S7/41Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00 using analysis of echo signal for target characterisation; Target signature; Target cross-section
    • G01S7/417Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00 using analysis of echo signal for target characterisation; Target signature; Target cross-section involving the use of neural networks
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R21/00Arrangements or fittings on vehicles for protecting or preventing injuries to occupants or pedestrians in case of accidents or other traffic risks
    • B60R21/01Electrical circuits for triggering passive safety arrangements, e.g. airbags, safety belt tighteners, in case of vehicle accidents or impending vehicle accidents
    • B60R21/013Electrical circuits for triggering passive safety arrangements, e.g. airbags, safety belt tighteners, in case of vehicle accidents or impending vehicle accidents including means for detecting collisions, impending collisions or roll-over
    • B60R21/0134Electrical circuits for triggering passive safety arrangements, e.g. airbags, safety belt tighteners, in case of vehicle accidents or impending vehicle accidents including means for detecting collisions, impending collisions or roll-over responsive to imminent contact with an obstacle, e.g. using radar systems
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO 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
    • G01S13/00Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
    • G01S13/88Radar or analogous systems specially adapted for specific applications
    • G01S13/93Radar or analogous systems specially adapted for specific applications for anti-collision purposes
    • G01S13/931Radar or analogous systems specially adapted for specific applications for anti-collision purposes of land vehicles

Landscapes

  • Engineering & Computer Science (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Radar Systems Or Details Thereof (AREA)
DE60032573T 1999-08-12 2000-08-11 Neurales netzwerk radarverarbeitungsgerät Expired - Fee Related DE60032573T2 (de)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US14859799P 1999-08-12 1999-08-12
US148597P 1999-08-12
PCT/US2000/022007 WO2001013141A2 (en) 1999-08-12 2000-08-11 Neural network radar processor

Publications (2)

Publication Number Publication Date
DE60032573D1 true DE60032573D1 (de) 2007-02-08
DE60032573T2 DE60032573T2 (de) 2007-10-04

Family

ID=22526468

Family Applications (1)

Application Number Title Priority Date Filing Date
DE60032573T Expired - Fee Related DE60032573T2 (de) 1999-08-12 2000-08-11 Neurales netzwerk radarverarbeitungsgerät

Country Status (5)

Country Link
US (1) US6366236B1 (de)
EP (1) EP1121608B1 (de)
JP (1) JP2003507716A (de)
DE (1) DE60032573T2 (de)
WO (1) WO2001013141A2 (de)

Families Citing this family (78)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6822563B2 (en) 1997-09-22 2004-11-23 Donnelly Corporation Vehicle imaging system with accessory control
US5877897A (en) 1993-02-26 1999-03-02 Donnelly Corporation Automatic rearview mirror, vehicle lighting control and vehicle interior monitoring system using a photosensor array
US6891563B2 (en) 1996-05-22 2005-05-10 Donnelly Corporation Vehicular vision system
US7655894B2 (en) 1996-03-25 2010-02-02 Donnelly Corporation Vehicular image sensing system
US6882287B2 (en) 2001-07-31 2005-04-19 Donnelly Corporation Automotive lane change aid
US6693557B2 (en) 2001-09-27 2004-02-17 Wavetronix Llc Vehicular traffic sensor
EP1504276B1 (de) 2002-05-03 2012-08-08 Donnelly Corporation Objektdetektionssystem für ein fahrzeug
US20040052412A1 (en) * 2002-05-10 2004-03-18 Large Scale Biology Corporation Satellite image enhancement and feature identification using information theory radial-basis bio-marker filter
WO2003096269A1 (fr) * 2002-05-10 2003-11-20 Sony Corporation Dispositif et procede de traitement d'informations
US20040130482A1 (en) * 2003-01-02 2004-07-08 Yu-Shan Lin Digital controlled linear sweep frequency mode for FMCW radar altimeter
JP3925419B2 (ja) * 2003-02-03 2007-06-06 株式会社デンソー レーダ装置
SG116513A1 (en) * 2003-07-25 2005-11-28 Sony Corp A localpositioning system which operates based on reflected wireless signals.
US6859160B1 (en) 2003-09-09 2005-02-22 Lockheed Martin Corporation System for estimating receiver utilization
US6859161B1 (en) 2003-09-09 2005-02-22 Lockheed Martin Corporation System for time thresholding
US7400291B2 (en) * 2003-12-04 2008-07-15 Sony Corporation Local positioning system which operates based on reflected wireless signals
DE10360485B4 (de) * 2003-12-22 2005-11-24 Airbus Deutschland Gmbh Verfahren und Vorrichtung zur Temperaturüberwachung entlang einer Messleitung
US7526103B2 (en) 2004-04-15 2009-04-28 Donnelly Corporation Imaging system for vehicle
US20060003204A1 (en) * 2004-07-01 2006-01-05 Callahan Christopher W Controlling fuel cell fuel purge in response to recycle fuel blower operating conditions
US7881496B2 (en) 2004-09-30 2011-02-01 Donnelly Corporation Vision system for vehicle
US8665113B2 (en) 2005-10-31 2014-03-04 Wavetronix Llc Detecting roadway targets across beams including filtering computed positions
US7972045B2 (en) 2006-08-11 2011-07-05 Donnelly Corporation Automatic headlamp control system
EP2017593B1 (de) * 2007-07-20 2013-09-04 LIOS Technology GmbH Verfahren und System zur Bestimmung einer physikalischen Eigenschaft als Positionsfunktion
KR100780470B1 (ko) 2007-08-21 2007-11-28 (주)미래시스템 탐색 레이더의 적응적 표적 탐지장치
US7612707B2 (en) * 2007-09-28 2009-11-03 Banner Engineering Corporation Configurable radar sensor
US20090259609A1 (en) * 2008-04-15 2009-10-15 Honeywell International Inc. Method and system for providing a linear signal from a magnetoresistive position sensor
US7646334B1 (en) 2008-09-11 2010-01-12 Chow Ivan K Radar signal processing system and method for analyzing downhole oil and gas well environments
US8305261B2 (en) * 2010-04-02 2012-11-06 Raytheon Company Adaptive mainlobe clutter method for range-Doppler maps
US8525724B2 (en) * 2010-10-08 2013-09-03 University Of Massachusetts System and method for generating derived products in a radar network
US10457209B2 (en) 2012-02-22 2019-10-29 Magna Electronics Inc. Vehicle vision system with multi-paned view
US9319637B2 (en) 2012-03-27 2016-04-19 Magna Electronics Inc. Vehicle vision system with lens pollution detection
US9707896B2 (en) 2012-10-15 2017-07-18 Magna Electronics Inc. Vehicle camera lens dirt protection via air flow
US9412271B2 (en) 2013-01-30 2016-08-09 Wavetronix Llc Traffic flow through an intersection by reducing platoon interference
US9445057B2 (en) 2013-02-20 2016-09-13 Magna Electronics Inc. Vehicle vision system with dirt detection
US9261590B1 (en) 2013-02-27 2016-02-16 Google Inc. Adaptive algorithms for interrogating the viewable scene of an automotive radar
US10222462B2 (en) 2013-02-27 2019-03-05 Waymo Llc Adaptive algorithms for interrogating the viewable scene of an automotive radar
DE102013212664A1 (de) * 2013-06-28 2014-12-31 Robert Bosch Gmbh Radarsensor und Verfahren zum Betrieb eines Radarsensors
US9449272B2 (en) 2013-10-29 2016-09-20 Qualcomm Incorporated Doppler effect processing in a neural network model
JP6548376B2 (ja) * 2014-10-06 2019-07-24 日本電産株式会社 レーダシステム、レーダ信号処理装置、車両走行制御装置および方法、ならびにコンピュータプログラム
US9470782B2 (en) 2014-11-26 2016-10-18 Valeo Radar Systems, Inc. Method and apparatus for increasing angular resolution in an automotive radar system
US9400325B2 (en) * 2014-11-26 2016-07-26 Valeo Radar Systems, Inc. Method and apparatus for increasing angular resolution in an automotive radar system
JP6567832B2 (ja) 2015-01-29 2019-08-28 日本電産株式会社 レーダシステム、レーダ信号処理装置、車両走行制御装置および方法、ならびにコンピュータプログラム
US10746851B2 (en) * 2015-12-18 2020-08-18 Texas Instruments Incorporated Circuits and methods for determining chirp signal linearity and phase noise of a FMCW radar
CN106027117B (zh) * 2016-05-04 2018-04-10 大连理工大学 一种时延与多普勒频移联合估计方法
DE102016216973A1 (de) 2016-09-07 2018-03-08 Robert Bosch Gmbh Steuervorrichtung und Verfahren zum Steigern mindestens eines Bremsdrucks in mindestens einem Radbremszylinder eines Bremssystems eines Fahrzeugs
US11544545B2 (en) 2017-04-04 2023-01-03 Hailo Technologies Ltd. Structured activation based sparsity in an artificial neural network
US11551028B2 (en) 2017-04-04 2023-01-10 Hailo Technologies Ltd. Structured weight based sparsity in an artificial neural network
US11238334B2 (en) 2017-04-04 2022-02-01 Hailo Technologies Ltd. System and method of input alignment for efficient vector operations in an artificial neural network
US10387298B2 (en) 2017-04-04 2019-08-20 Hailo Technologies Ltd Artificial neural network incorporating emphasis and focus techniques
US11615297B2 (en) 2017-04-04 2023-03-28 Hailo Technologies Ltd. Structured weight based sparsity in an artificial neural network compiler
CN111264033B (zh) 2017-05-03 2021-07-20 弗吉尼亚科技知识产权有限公司 用无线电信号变换器学习无线电信号的方法、系统和装置
JP6637472B2 (ja) * 2017-07-06 2020-01-29 本田技研工業株式会社 情報処理方法及び情報処理装置
DE102017117729A1 (de) * 2017-08-04 2019-02-07 Infineon Technologies Ag Verteiltes Radarssystem
US10732260B2 (en) * 2017-09-05 2020-08-04 GM Global Technology Operations LLC Radar calibration systems and methods
DE102017217972A1 (de) * 2017-10-10 2019-04-11 Robert Bosch Gmbh Verfahren und Vorrichtung zum Erzeugen eines inversen Sensormodells und Verfahren zum Erkennen von Hindernissen
US10866305B1 (en) 2017-12-29 2020-12-15 Waymo Llc Signal processing for near-field radar
KR102074372B1 (ko) * 2018-01-29 2020-02-06 (주)스마트레이더시스템 길쌈 신경회로망을 이용한 레이더 신호 처리 장치 및 방법
KR102074373B1 (ko) * 2018-01-29 2020-02-06 (주)스마트레이더시스템 순환신경망회로를 이용한 레이더 신호 처리 장치 및 방법
WO2019153016A1 (en) * 2018-02-05 2019-08-08 Metawave Corporation Method and apparatus for object detection using a beam steering radar and convolutional neural network system
DE102018202903A1 (de) * 2018-02-27 2019-08-29 Zf Friedrichshafen Ag Verfahren zur Auswertung von Messdaten eines Radar Messsystems mithilfe eines neuronalen Netzwerks
US11372086B2 (en) * 2018-05-11 2022-06-28 Qualcomm Incorporated Radio frequency (RF) object detection using radar and machine learning
US11927668B2 (en) * 2018-11-30 2024-03-12 Qualcomm Incorporated Radar deep learning
DE102018222800A1 (de) * 2018-12-21 2020-06-25 Robert Bosch Gmbh Ortung und/oder Klassifikation von Objekten aus Radardaten mit verbesserter Verlässlichkeit bei unterschiedlichen Entfernungen
WO2020141549A1 (en) 2018-12-31 2020-07-09 Ineda Systems Pvt Ltd. Object classification using machine learning
EP3731203B1 (de) * 2019-04-24 2023-05-31 Carrier Corporation Alarmsystem
US20220244354A1 (en) * 2019-05-31 2022-08-04 Nolimits Enterprises, Inc. Artificial intelligence for the classification of signals for radar detectors
EP3748392A1 (de) * 2019-06-03 2020-12-09 NXP USA, Inc. System und verfahren zur klassifizierung von objekten unter verwendung von radardaten
US11835649B2 (en) 2019-06-28 2023-12-05 Smart Radar System, Inc. Method and apparatus for radar signal processing using convolutional neural network
US11852750B2 (en) 2019-06-28 2023-12-26 Smart Radar System, Inc. Method and apparatus for radar signal processing using recurrent neural network
WO2021091882A1 (en) * 2019-11-04 2021-05-14 Nolimits Enterprises, Inc. Radar detector utilizing complex data for processing of signal information
TWI734252B (zh) * 2019-11-08 2021-07-21 立積電子股份有限公司 雷達及雷達回波訊號的背景成分更新方法
CN110850400B (zh) * 2019-11-13 2022-10-14 南京理工大学 基于干涉仪测向的lfmcw雷达多目标检测方法
US11481916B2 (en) 2019-12-12 2022-10-25 Motorola Solutions, Inc. Method, system and computer program product for emulating depth data of a three-dimensional camera device
US11874900B2 (en) 2020-09-29 2024-01-16 Hailo Technologies Ltd. Cluster interlayer safety mechanism in an artificial neural network processor
US11221929B1 (en) 2020-09-29 2022-01-11 Hailo Technologies Ltd. Data stream fault detection mechanism in an artificial neural network processor
US11811421B2 (en) 2020-09-29 2023-11-07 Hailo Technologies Ltd. Weights safety mechanism in an artificial neural network processor
US11263077B1 (en) 2020-09-29 2022-03-01 Hailo Technologies Ltd. Neural network intermediate results safety mechanism in an artificial neural network processor
US11237894B1 (en) 2020-09-29 2022-02-01 Hailo Technologies Ltd. Layer control unit instruction addressing safety mechanism in an artificial neural network processor
CN112257566B (zh) * 2020-10-20 2023-05-23 陕西合友网络科技有限公司 一种基于大数据的人工智能目标识别测距方法

Family Cites Families (19)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4803736A (en) * 1985-11-27 1989-02-07 The Trustees Of Boston University Neural networks for machine vision
EP0468229A3 (en) 1990-07-27 1994-01-26 Hnc Inc A neural network with expert system functionality
GB9023909D0 (en) 1990-11-02 1990-12-12 Secr Defence Radar apparatus
US5613039A (en) 1991-01-31 1997-03-18 Ail Systems, Inc. Apparatus and method for motion detection and tracking of objects in a region for collision avoidance utilizing a real-time adaptive probabilistic neural network
JPH04315254A (ja) 1991-04-15 1992-11-06 Mitsubishi Electric Corp 信号識別装置
US5684701A (en) 1995-06-07 1997-11-04 Automotive Technologies International, Inc. Method and apparatus for sensing a vehicle crash
US5943661A (en) * 1991-07-11 1999-08-24 Texas Instruments Incorporated Hybrid neural network classifier, systems and methods
US5377108A (en) 1992-04-28 1994-12-27 Takata Corporation Method for predicting impact and an impact prediction system for realizing the same by using neural networks
US5694320A (en) 1995-06-07 1997-12-02 Automotive Technologies Intl, Inc. Rear impact occupant protection apparatus
DE4223346C2 (de) * 1992-07-16 1996-05-02 Grieshaber Vega Kg Anordnung und Verfahren zur berührungslosen Füllstandmessung
US5247303A (en) * 1992-07-20 1993-09-21 University Corporation For Atmospheric Research Data quality and ambiguity resolution in a doppler radar system
JPH0785280B2 (ja) 1992-08-04 1995-09-13 タカタ株式会社 神経回路網による衝突予測判定システム
US5235339A (en) 1992-11-13 1993-08-10 The United States Of America As Represented By The Secretary Of The Navy Radar target discrimination systems using artificial neural network topology
EP0694855B1 (de) * 1994-07-28 2002-05-02 International Business Machines Corporation Such/Sortier-Schaltung für Neuronalnetzwerke
US5812083A (en) * 1996-02-23 1998-09-22 Raytheon Ti Systems, Inc. Non-cooperative target identification using antenna pattern shape
DE19706576A1 (de) * 1997-02-20 1998-08-27 Alsthom Cge Alcatel Vorrichtung und Verfahren zur umgebungsadaptiven Klassifikation von Objekten
EP0953155B1 (de) * 1997-10-16 2006-05-31 Automotive Systems Laboratory Inc. Radarsystem
JP3929080B2 (ja) * 1997-10-16 2007-06-13 オートモーティブ システムズ ラボラトリー インコーポレーテッド レーダシステム
US6236942B1 (en) * 1998-09-15 2001-05-22 Scientific Prediction Incorporated System and method for delineating spatially dependent objects, such as hydrocarbon accumulations from seismic data

Also Published As

Publication number Publication date
US6366236B1 (en) 2002-04-02
EP1121608A1 (de) 2001-08-08
WO2001013141A2 (en) 2001-02-22
DE60032573T2 (de) 2007-10-04
JP2003507716A (ja) 2003-02-25
EP1121608A4 (de) 2005-09-14
WO2001013141A3 (en) 2001-08-23
EP1121608B1 (de) 2006-12-27

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