MX2017007817A - Algoritmo de entrenamiento para evitar colisiones usando datos auditivos. - Google Patents

Algoritmo de entrenamiento para evitar colisiones usando datos auditivos.

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Publication number
MX2017007817A
MX2017007817A MX2017007817A MX2017007817A MX2017007817A MX 2017007817 A MX2017007817 A MX 2017007817A MX 2017007817 A MX2017007817 A MX 2017007817A MX 2017007817 A MX2017007817 A MX 2017007817A MX 2017007817 A MX2017007817 A MX 2017007817A
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MX
Mexico
Prior art keywords
scenario
model
machine learning
vehicle
location
Prior art date
Application number
MX2017007817A
Other languages
English (en)
Inventor
Elizabeth Micks Ashley
J Jain Jinesh
Jeong Han Kyu
Banvait Harpreetsingh
Original Assignee
Ford Global Tech Llc
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 Ford Global Tech Llc filed Critical Ford Global Tech Llc
Publication of MX2017007817A publication Critical patent/MX2017007817A/es

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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G06F30/10—Geometric CAD
    • G06F30/15—Vehicle, aircraft or watercraft design
    • G—PHYSICS
    • G08—SIGNALLING
    • G08G—TRAFFIC CONTROL SYSTEMS
    • G08G1/00—Traffic control systems for road vehicles
    • G08G1/16—Anti-collision systems
    • G08G1/165—Anti-collision systems for passive traffic, e.g. including static obstacles, trees
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W30/00—Purposes of road vehicle drive control systems not related to the control of a particular sub-unit, e.g. of systems using conjoint control of vehicle sub-units
    • B60W30/08—Active safety systems predicting or avoiding probable or impending collision or attempting to minimise its consequences
    • B60W30/09—Taking automatic action to avoid collision, e.g. braking and steering
    • 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
    • G01S13/00—Systems 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
    • G01S13/006—Theoretical aspects
    • 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
    • G01S13/00—Systems 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
    • G01S13/86—Combinations of radar systems with non-radar systems, e.g. sonar, direction finder
    • G01S13/865—Combination of radar systems with lidar systems
    • 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
    • G01S13/00—Systems 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
    • G01S13/88—Radar or analogous systems specially adapted for specific applications
    • G01S13/93—Radar or analogous systems specially adapted for specific applications for anti-collision purposes
    • G01S13/931—Radar or analogous systems specially adapted for specific applications for anti-collision purposes of land vehicles
    • 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
    • G01S17/00—Systems using the reflection or reradiation of electromagnetic waves other than radio waves, e.g. lidar systems
    • G01S17/006—Theoretical aspects
    • 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
    • G01S17/00—Systems using the reflection or reradiation of electromagnetic waves other than radio waves, e.g. lidar systems
    • G01S17/88—Lidar systems specially adapted for specific applications
    • G01S17/93—Lidar systems specially adapted for specific applications for anti-collision purposes
    • G01S17/931—Lidar systems specially adapted for specific applications for anti-collision purposes of land vehicles
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05D—SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00—Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots
    • G05D1/0088—Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots characterized by the autonomous decision making process, e.g. artificial intelligence, predefined behaviours
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G06F30/20—Design optimisation, verification or simulation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T17/00—Three dimensional [3D] modelling, e.g. data description of 3D objects
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/50—Context or environment of the image
    • G06V20/56—Context or environment of the image exterior to a vehicle by using sensors mounted on the vehicle
    • G06V20/58—Recognition of moving objects or obstacles, e.g. vehicles or pedestrians; Recognition of traffic objects, e.g. traffic signs, traffic lights or roads
    • G06V20/584—Recognition of moving objects or obstacles, e.g. vehicles or pedestrians; Recognition of traffic objects, e.g. traffic signs, traffic lights or roads of vehicle lights or traffic lights
    • G—PHYSICS
    • G09—EDUCATION; CRYPTOGRAPHY; DISPLAY; ADVERTISING; SEALS
    • G09B—EDUCATIONAL OR DEMONSTRATION APPLIANCES; APPLIANCES FOR TEACHING, OR COMMUNICATING WITH, THE BLIND, DEAF OR MUTE; MODELS; PLANETARIA; GLOBES; MAPS; DIAGRAMS
    • G09B9/00—Simulators for teaching or training purposes
    • G09B9/54—Simulation of radar
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02T—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO TRANSPORTATION
    • Y02T90/00—Enabling technologies or technologies with a potential or indirect contribution to GHG emissions mitigation

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Evolutionary Computation (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Geometry (AREA)
  • Artificial Intelligence (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Medical Informatics (AREA)
  • Data Mining & Analysis (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Automation & Control Theory (AREA)
  • Computer Hardware Design (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Electromagnetism (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • Business, Economics & Management (AREA)
  • Health & Medical Sciences (AREA)
  • Pure & Applied Mathematics (AREA)
  • Multimedia (AREA)
  • Mathematical Optimization (AREA)
  • Mathematical Analysis (AREA)
  • Computational Mathematics (AREA)
  • Game Theory and Decision Science (AREA)
  • Educational Technology (AREA)
  • Educational Administration (AREA)
  • Biomedical Technology (AREA)
  • Computer Graphics (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Transportation (AREA)
  • Mechanical Engineering (AREA)
  • Life Sciences & Earth Sciences (AREA)

Abstract

Se entrena un modelo de aprendizaje automático al definir un caso hipotético que incluye modelos de vehículos y un entorno de conducción típico. Se agrega un modelo de un vehículo objeto al caso hipotético y se definen las ubicaciones de sensor en el vehículo objeto. Se simula una percepción del caso hipotético mediante sensores en las ubicaciones de sensores. El caso hipotético también incluye un modelo de un vehículo estacionado con el motor encendido. La ubicación del vehículo estacionado y las emisiones simuladas de los sensores que perciben el caso hipotético se ingresan a un algoritmo de aprendizaje automático que entrena un modelo para detectar la ubicación del vehículo estacionado con base en las emisiones del sensor. Luego, un controlador de vehículo incorpora el modelo de aprendizaje automático y estima la presencia y/o ubicación de un vehículo estacionado con el motor encendido con base en emisiones de sensor reales ingresadas al modelo de aprendizaje automático.
MX2017007817A 2016-06-15 2017-06-14 Algoritmo de entrenamiento para evitar colisiones usando datos auditivos. MX2017007817A (es)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
US15/183,610 US10055675B2 (en) 2016-06-15 2016-06-15 Training algorithm for collision avoidance using auditory data

Publications (1)

Publication Number Publication Date
MX2017007817A true MX2017007817A (es) 2018-09-10

Family

ID=59358326

Family Applications (1)

Application Number Title Priority Date Filing Date
MX2017007817A MX2017007817A (es) 2016-06-15 2017-06-14 Algoritmo de entrenamiento para evitar colisiones usando datos auditivos.

Country Status (6)

Country Link
US (1) US10055675B2 (es)
CN (1) CN107527092B (es)
DE (1) DE102017112992A1 (es)
GB (1) GB2552885A (es)
MX (1) MX2017007817A (es)
RU (1) RU2017120682A (es)

Families Citing this family (26)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107025642B (zh) * 2016-01-27 2018-06-22 百度在线网络技术（北京）有限公司 基于点云数据的车辆轮廓检测方法和装置
DE102016212505A1 (de) * 2016-07-08 2018-01-11 Robert Bosch Gmbh Bestimmung von seitlich entfernten Parklücken
US10323942B2 (en) * 2016-09-23 2019-06-18 Qualcomm Incorporated User-specific learning for improved pedestrian motion modeling in a mobile device
WO2018125928A1 (en) * 2016-12-29 2018-07-05 DeepScale, Inc. Multi-channel sensor simulation for autonomous control systems
US10481044B2 (en) * 2017-05-18 2019-11-19 TuSimple Perception simulation for improved autonomous vehicle control
US10739775B2 (en) * 2017-10-28 2020-08-11 Tusimple, Inc. System and method for real world autonomous vehicle trajectory simulation
AT520781A2 (de) * 2017-12-22 2019-07-15 Avl List Gmbh Verhaltensmodell eines Umgebungssensors
US10935975B2 (en) * 2017-12-22 2021-03-02 Tusimple, Inc. Method and system for modeling autonomous vehicle behavior
US10976748B2 (en) * 2018-08-22 2021-04-13 Waymo Llc Detecting and responding to sounds for autonomous vehicles
US20200125093A1 (en) * 2018-10-17 2020-04-23 Wellen Sham Machine learning for driverless driving
US10853670B2 (en) * 2018-11-21 2020-12-01 Ford Global Technologies, Llc Road surface characterization using pose observations of adjacent vehicles
KR20210113388A (ko) * 2019-01-22 2021-09-15 에이씨브이 옥션즈 인코포레이티드 차량 오디오 캡처 및 진단
JP6690743B1 (ja) * 2019-01-23 2020-04-28 トヨタ自動車株式会社 機械学習装置
CN111507361B (zh) * 2019-01-30 2023-11-21 富士通株式会社 基于微波雷达的动作识别装置、方法及系统
US11209831B2 (en) 2019-05-03 2021-12-28 Ford Global Technologies, Llc Object sound detection
EP3745383B1 (en) * 2019-05-27 2023-07-12 Robert Bosch GmbH Method and system for generating radar reflection points
CN112027107B (zh) * 2019-06-04 2022-03-11 丰鸟航空科技有限公司 无人机避让测试系统、方法、装置、终端设备及存储介质
CN112560324B (zh) * 2019-09-24 2024-06-04 北京百度网讯科技有限公司 用于输出信息的方法和装置
GB2592556B (en) 2019-10-11 2022-10-26 Cmr Surgical Ltd Fault detection response in a robot arm
DE102019219734B4 (de) 2019-12-16 2024-08-01 Robert Bosch Gmbh Verfahren zum Betreiben eines Auswertungssystems für Messdaten aus mehreren Domänen
CN111105689B (zh) * 2019-12-26 2022-02-22 广州工程技术职业学院 用于立体车库的车辆数据处理方法、系统和存储介质
EP4085445A4 (en) * 2019-12-31 2024-02-21 Zipline International Inc. CORRELATED MOTION AND DETECTION FOR AIRCRAFT
US12050261B2 (en) * 2021-05-12 2024-07-30 California State University Fresno Foundation System and method for human and animal detection in low visibility
US20230102079A1 (en) * 2021-09-30 2023-03-30 Aptiv Technologies Limited Accurate and Efficient Electromagnetic Response for a Sensor Simulator
US20230206942A1 (en) 2021-12-23 2023-06-29 ACV Auctions Inc. Machine learning methods for evaluating vehicle conditions
US20240027577A1 (en) * 2022-07-20 2024-01-25 Applied Concepts, Inc. Adaptive fan noise suppression for traffic radar systems

Family Cites Families (29)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6236908B1 (en) * 1997-05-07 2001-05-22 Ford Global Technologies, Inc. Virtual vehicle sensors based on neural networks trained using data generated by simulation models
US7366595B1 (en) * 1999-06-25 2008-04-29 Seiko Epson Corporation Vehicle drive assist system
US7739096B2 (en) 2000-03-09 2010-06-15 Smartsignal Corporation System for extraction of representative data for training of adaptive process monitoring equipment
JP2002216291A (ja) * 2001-01-18 2002-08-02 Omron Corp 車両監視装置
DE10136981A1 (de) * 2001-07-30 2003-02-27 Daimler Chrysler Ag Verfahren und Vorrichtung zur Ermittlung eines stationären und/oder bewegten Objektes
US7609893B2 (en) * 2004-03-03 2009-10-27 Trw Automotive U.S. Llc Method and apparatus for producing classifier training images via construction and manipulation of a three-dimensional image model
JP4720107B2 (ja) * 2004-05-27 2011-07-13 日産自動車株式会社 ドライバモデルおよび同モデルを備えた車両挙動制御システムのアシスト機能評価装置
US8111174B2 (en) * 2007-10-03 2012-02-07 University Of Southern California Acoustic signature recognition of running vehicles using spectro-temporal dynamic neural network
JP5093602B2 (ja) * 2008-06-04 2012-12-12 アイシン精機株式会社 周辺認知支援装置
FR2941537B1 (fr) * 2009-01-29 2016-02-05 Valeo Vision Sas Procede de surveillance de l'environnement d'un vehicule automobile
CN102054291A (zh) * 2009-11-04 2011-05-11 厦门市美亚柏科信息股份有限公司 一种基于单幅人脸图像实现三维人脸重建的方法及其装置
EP2340980B1 (en) * 2009-12-30 2012-05-30 Magneti Marelli S.p.A. Parking assistant system
US20110190972A1 (en) * 2010-02-02 2011-08-04 Gm Global Technology Operations, Inc. Grid unlock
US8676444B2 (en) * 2010-11-29 2014-03-18 Washington State University Alertness monitoring systems and associated methods
US8976040B2 (en) * 2012-02-16 2015-03-10 Bianca RAY AVALANI Intelligent driver assist system based on multimodal sensor fusion
JP5786801B2 (ja) * 2012-06-05 2015-09-30 トヨタ自動車株式会社 接近車両検出装置及び運転支援システム
JP5867352B2 (ja) 2012-09-24 2016-02-24 トヨタ自動車株式会社 走行音を用いた車両検出装置
US9421474B2 (en) * 2012-12-12 2016-08-23 Derbtronics, Llc Physics based model rail car sound simulation
KR101438606B1 (ko) * 2012-12-20 2014-09-15 현대자동차 주식회사 이종 센서의 융복합을 위한 가상 센서 네트워크 시스템
US8988524B2 (en) * 2013-03-11 2015-03-24 The United States Of America As Represented By The Secretary Of The Army Apparatus and method for estimating and using a predicted vehicle speed in an indirect vision driving task
DE102013209298A1 (de) * 2013-05-21 2014-11-27 Bayerische Motoren Werke Aktiengesellschaft System und Verfahren zum Erkennen von einem potentiell frei werdenden Parkplatz
US9892567B2 (en) * 2013-10-18 2018-02-13 State Farm Mutual Automobile Insurance Company Vehicle sensor collection of other vehicle information
US9563199B1 (en) * 2013-11-27 2017-02-07 Google Inc. Assisted perception for autonomous vehicles
US9165477B2 (en) * 2013-12-06 2015-10-20 Vehicle Data Science Corporation Systems and methods for building road models, driver models, and vehicle models and making predictions therefrom
KR20150087737A (ko) * 2014-01-22 2015-07-30 경북대학교 산학협력단 차량 위험 감지 시스템
US9098753B1 (en) * 2014-04-25 2015-08-04 Google Inc. Methods and systems for object detection using multiple sensors
FR3021913B1 (fr) * 2014-06-10 2016-05-27 Renault Sa Systeme de detection pour vehicule automobile pour signaler a l'aide d'une scene sonore un defaut de vigilance du conducteur en presence d'un danger immediat
KR102288280B1 (ko) * 2014-11-05 2021-08-10 삼성전자주식회사 영상 학습 모델을 이용한 영상 생성 방법 및 장치
US9740944B2 (en) * 2015-12-18 2017-08-22 Ford Global Technologies, Llc Virtual sensor data generation for wheel stop detection

Also Published As

Publication number Publication date
GB201709380D0 (en) 2017-07-26
CN107527092B (zh) 2023-05-05
US20170364776A1 (en) 2017-12-21
GB2552885A (en) 2018-02-14
CN107527092A (zh) 2017-12-29
US10055675B2 (en) 2018-08-21
DE102017112992A1 (de) 2017-12-21
RU2017120682A (ru) 2018-12-14

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