ES2411629R1 - DEVICE AND METHOD FOR THE ON-LINE PREDICTION OF THE DRIVING CYCLE IN A MOTOR VEHICLE. - Google Patents

DEVICE AND METHOD FOR THE ON-LINE PREDICTION OF THE DRIVING CYCLE IN A MOTOR VEHICLE.

Info

Publication number
ES2411629R1
ES2411629R1 ES201132144A ES201132144A ES2411629R1 ES 2411629 R1 ES2411629 R1 ES 2411629R1 ES 201132144 A ES201132144 A ES 201132144A ES 201132144 A ES201132144 A ES 201132144A ES 2411629 R1 ES2411629 R1 ES 2411629R1
Authority
ES
Spain
Prior art keywords
driving cycle
vsp
motor vehicle
prediction horizon
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.)
Granted
Application number
ES201132144A
Other languages
Spanish (es)
Other versions
ES2411629A2 (en
ES2411629B1 (en
Inventor
Garcia Juan Jose Valera
Roqueta Jordi Caus
Gerhard Lux
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.)
SEAT SA
Original Assignee
SEAT SA
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 SEAT SA filed Critical SEAT SA
Priority to ES201132144A priority Critical patent/ES2411629B1/en
Priority to EP20120382494 priority patent/EP2610836B1/en
Priority to ES12382494.8T priority patent/ES2535689T3/en
Publication of ES2411629A2 publication Critical patent/ES2411629A2/en
Publication of ES2411629R1 publication Critical patent/ES2411629R1/en
Application granted granted Critical
Publication of ES2411629B1 publication Critical patent/ES2411629B1/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • G—PHYSICS
    • G08—SIGNALLING
    • G08G—TRAFFIC CONTROL SYSTEMS
    • G08G1/00—Traffic control systems for road vehicles
    • G08G1/01—Detecting movement of traffic to be counted or controlled
    • G08G1/0104—Measuring and analyzing of parameters relative to traffic conditions
    • G08G1/0125—Traffic data processing
    • G08G1/0129—Traffic data processing for creating historical data or processing based on historical data

Landscapes

  • Chemical & Material Sciences (AREA)
  • Analytical Chemistry (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Traffic Control Systems (AREA)
  • Navigation (AREA)
  • Control Of Driving Devices And Active Controlling Of Vehicle (AREA)
  • Feedback Control In General (AREA)

Abstract

Dispositivo y método para la predicción "on-line" del ciclo de conducción en un vehículo automóvil. El método comprende: - una etapa de pre-procesamiento de datos (200): - recibir la velocidad del vehículo (Vsp); - recibir información de tráfico (HTI) del trayecto previsto en un horizonte de predicción (H); - obtener (212) un ciclo de conducción de referencia (V{pat}); - calcular (208) el desvío (DVsp) de la velocidad (Vsp) con respecto al ciclo de conducción de referencia (Vpat); - una etapa de procesamiento de datos mediante red neuronal (202) para obtener de manera recursiva los desvíos previstos (D*Vsp) para el horizonte de predicción (H); - una etapa de post-procesamiento de datos (204) que comprende obtener, a partir de los desvíos previstos (D*Vsp) y el ciclo conducción de referencia (Vpat) para el horizonte de predicción (H), la velocidad estimada (V*sp) para dicho horizonte de predicción (H).Device and method for the online prediction of the driving cycle in a motor vehicle. The method comprises: - a data preprocessing step (200): - receiving the vehicle speed (Vsp); - receive traffic information (HTI) of the planned route on a prediction horizon (H); - obtain (212) a reference driving cycle (V {pat}); - calculate (208) the deviation (DVsp) of the speed (Vsp) with respect to the reference driving cycle (Vpat); - a stage of data processing by means of a neural network (202) to recursively obtain the expected deviations (D * Vsp) for the prediction horizon (H); - a data post-processing step (204) comprising obtaining, from the planned deviations (D * Vsp) and the reference driving cycle (Vpat) for the prediction horizon (H), the estimated speed (V * sp) for said prediction horizon (H).

ES201132144A 2011-12-30 2011-12-30 DEVICE AND METHOD FOR THE ON-LINE PREDICTION OF THE DRIVING CYCLE IN AN AUTOMOBILE VEHICLE. Expired - Fee Related ES2411629B1 (en)

Priority Applications (3)

Application Number Priority Date Filing Date Title
ES201132144A ES2411629B1 (en) 2011-12-30 2011-12-30 DEVICE AND METHOD FOR THE ON-LINE PREDICTION OF THE DRIVING CYCLE IN AN AUTOMOBILE VEHICLE.
EP20120382494 EP2610836B1 (en) 2011-12-30 2012-12-12 Device and method for the on-line prediction of the driving cycle in an automotive vehicle
ES12382494.8T ES2535689T3 (en) 2011-12-30 2012-12-12 Device and method for the online prediction of the driving cycle in a motor vehicle

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
ES201132144A ES2411629B1 (en) 2011-12-30 2011-12-30 DEVICE AND METHOD FOR THE ON-LINE PREDICTION OF THE DRIVING CYCLE IN AN AUTOMOBILE VEHICLE.

Publications (3)

Publication Number Publication Date
ES2411629A2 ES2411629A2 (en) 2013-07-05
ES2411629R1 true ES2411629R1 (en) 2013-08-28
ES2411629B1 ES2411629B1 (en) 2014-03-11

Family

ID=47715809

Family Applications (2)

Application Number Title Priority Date Filing Date
ES201132144A Expired - Fee Related ES2411629B1 (en) 2011-12-30 2011-12-30 DEVICE AND METHOD FOR THE ON-LINE PREDICTION OF THE DRIVING CYCLE IN AN AUTOMOBILE VEHICLE.
ES12382494.8T Active ES2535689T3 (en) 2011-12-30 2012-12-12 Device and method for the online prediction of the driving cycle in a motor vehicle

Family Applications After (1)

Application Number Title Priority Date Filing Date
ES12382494.8T Active ES2535689T3 (en) 2011-12-30 2012-12-12 Device and method for the online prediction of the driving cycle in a motor vehicle

Country Status (2)

Country Link
EP (1) EP2610836B1 (en)
ES (2) ES2411629B1 (en)

Families Citing this family (26)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104118328B (en) * 2013-04-27 2017-07-07 日电（中国）有限公司 Automobile energy consumption rate based on generalized variable estimates apparatus and method
CN105006147B (en) * 2015-06-19 2017-03-15 武汉大学 A kind of Link Travel Time estimating method based on road spatial and temporal association
EP3340001A1 (en) * 2016-12-20 2018-06-27 Bayerische Motoren Werke Aktiengesellschaft Device for measuring the influence of a sensor signal of a vehicle
CN106997662B (en) * 2017-04-26 2020-04-10 长安大学 Urban bus working condition construction method
US10551842B2 (en) 2017-06-19 2020-02-04 Hitachi, Ltd. Real-time vehicle state trajectory prediction for vehicle energy management and autonomous drive
CN108053067A (en) * 2017-12-12 2018-05-18 深圳市易成自动驾驶技术有限公司 Planing method, device and the computer readable storage medium of optimal path
US11794757B2 (en) * 2018-06-11 2023-10-24 Colorado State University Research Foundation Systems and methods for prediction windows for optimal powertrain control
CN109215350B (en) * 2018-11-02 2021-05-25 重庆大学 Short-term traffic state prediction method based on RFID electronic license plate data
CN109345832B (en) * 2018-11-13 2021-06-29 上海应用技术大学 Urban road overtaking prediction method based on deep recurrent neural network
CN109615064A (en) * 2018-12-07 2019-04-12 电子科技大学 A kind of end-to-end decision-making technique of intelligent vehicle based on space-time characteristic fusion recurrent neural network
DE102019205519A1 (en) 2019-04-16 2020-10-22 Robert Bosch Gmbh Method for determining driving courses
DE102019205521A1 (en) * 2019-04-16 2020-10-22 Robert Bosch Gmbh Method for reducing exhaust emissions of a drive system of a vehicle with an internal combustion engine
DE102019205520A1 (en) * 2019-04-16 2020-10-22 Robert Bosch Gmbh Method for determining driving courses
CN110349420B (en) * 2019-07-01 2020-12-18 福建睿思特科技股份有限公司 Intelligent road condition management system based on data analysis
DE102019213749A1 (en) * 2019-09-10 2021-03-11 Zf Friedrichshafen Ag Method for maintaining an optimal speed specification for a distance to be covered by a vehicle
US20220371450A1 (en) 2019-10-25 2022-11-24 Zf Friedrichshafen Ag Model-Based Predictive Regulation of an Electric Machine in a Drivetrain of a Motor Vehicle
US20220371590A1 (en) * 2019-10-25 2022-11-24 Zf Friedrichshafen Ag Model-Based Predictive Control of a Drive Machine of the Powertrain of a Motor Vehicle and at Least One Vehicle Component Which Influences the Energy Efficiency of the Motor Vehicle
CN114585977A (en) 2019-11-14 2022-06-03 Zf 腓德烈斯哈芬股份公司 Model-based predictive tuning of multiple components of a motor vehicle
CN111008505B (en) * 2019-11-18 2023-05-23 西华大学 Urban ramp driving condition construction method and application
CN111260117B (en) * 2020-01-10 2022-03-25 燕山大学 CA-NARX water quality prediction method based on meteorological factors
US11685262B2 (en) 2020-12-03 2023-06-27 GM Global Technology Operations LLC Intelligent motor vehicles and control logic for speed horizon generation and transition for one-pedal driving
US11752881B2 (en) 2021-01-20 2023-09-12 GM Global Technology Operations LLC Intelligent vehicles and control logic for brake torque request estimation for cooperative brake system control
DE102021202468A1 (en) 2021-03-15 2022-09-15 Zf Friedrichshafen Ag Device and method for model-based predicted control of a component of a vehicle
US12024025B2 (en) 2022-02-11 2024-07-02 GM Global Technology Operations LLC Intelligent motor systems and control logic for creating heat with constant offset torque in stationary vehicles
CN114523967B (en) * 2022-02-28 2024-06-11 重庆长安汽车股份有限公司 Neural network-based prediction cruise control method
CN115859123B (en) * 2023-03-01 2023-05-02 太原理工大学 Vehicle driving condition online identification method based on random prediction and machine learning

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE10062856A1 (en) * 2000-12-16 2002-06-20 Daimler Chrysler Ag Traffic prediction system for individual vehicles uses data captured by vehicle itself and other vehicle data that is analyzed using dynamic traffic prediction algorithm
WO2010095357A1 (en) * 2009-02-19 2010-08-26 Aisin Aw Co., Ltd. Vehicle motion estimating device,vehicle motion estimating method, and vehicle motion estimating program

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE10062856A1 (en) * 2000-12-16 2002-06-20 Daimler Chrysler Ag Traffic prediction system for individual vehicles uses data captured by vehicle itself and other vehicle data that is analyzed using dynamic traffic prediction algorithm
WO2010095357A1 (en) * 2009-02-19 2010-08-26 Aisin Aw Co., Ltd. Vehicle motion estimating device,vehicle motion estimating method, and vehicle motion estimating program

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
JUNGME PARK ET AL: "Intelligent Vehicle Power control Based on Machine Learning of Optimal Control Parameters and Prediction of Road Type and Traffic Congestion", IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, volumen 58, no 9, noviembre de 2009, páginas 4741-4756, XP011270604, ISNN: 0018-9545 *
YI L MURPHEY ET AL: "National Learning or Driving Envinment Prediction for Vehicle Power Management", INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN),, 2008, (IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE), DISCATAWAY, NJ, USA, 1 de junio de 2008 (01-06-2008), págias 3755-3760, XP031328073, ISBN: 978-1-4244-1821 *

Also Published As

Publication number Publication date
EP2610836A1 (en) 2013-07-03
EP2610836B1 (en) 2015-02-18
ES2411629A2 (en) 2013-07-05
ES2535689T3 (en) 2015-05-13
ES2411629B1 (en) 2014-03-11

Similar Documents

Publication Publication Date Title
ES2411629R1 (en) DEVICE AND METHOD FOR THE ON-LINE PREDICTION OF THE DRIVING CYCLE IN A MOTOR VEHICLE.
AR094861A1 (en) METHOD FOR COMBINING VOICE SIGNS TO FORM A CONTINUOUS CONVERSATION WHEN A VOICE SEARCH IS CARRIED OUT
WO2014085776A3 (en) Web search ranking
EP2833295A3 (en) Convolutional-neural-network-based classifier and classifying method and training methods for the same
BR112018001073A2 (en) An operation planning device, a running support device, the operation plan method
WO2012148738A3 (en) Energy efficient routing using an impedance factor
MY158805A (en) Data analysis system
AR095318A1 (en) SYSTEMS AND METHODS TO EVALUATE THE TEXTURE OF A COATING FORMULATION
FR3011105B1 (en) METHOD FOR IDENTIFYING FAILURE EQUIPMENT IN AN AIRCRAFT
EP3246663A3 (en) Sharing safety driving metrics for navigable segments
EP2458333A3 (en) Road estimation device and method for estimating road
ITMI20121445A1 (en) PROCEDURE FOR USING A DRIVER ASSISTANCE SYSTEM
BR112015025117A2 (en) method for vehicle and operator orientation through pattern recognition
FR3006785B1 (en) METHODS OF CREATING A DATABASE AND DEVELOPING A CARD OF OPERATING STATES OF AIRCRAFT ENGINES, AND A METHOD OF MONITORING THE OPERATION OF AN ASSOCIATED AIRCRAFT ENGINE
FR3021280B1 (en) METHOD FOR CONTROLLING A MOTOR POWER PACKAGE OF A VEHICLE, DEVICE AND CORRESPONDING VEHICLE.
AR118552A1 (en) METHOD FOR ESTIMATING THE REMAINING LIFE OF THE COMPONENTS OF A WIND GENERATOR IN OPERATION
FR3008818B1 (en) DEVICE AND METHOD FOR PREDICTING THE PRECISION, THE INTEGRITY AND AVAILABILITY OF THE POSITION OF AN AIRCRAFT ALONG A TRACK.
JP2015182653A5 (en)
BR112014019190A2 (en) METHOD TO ESTIMATE PARAMETER OF INTEREST IN WELLHOLE AND APPARATUS TO ACQUIRE PARAMETER OF INTEREST IN WELLHOLE
EP4371917A3 (en) Method and device for the contactless movement of electrically conductive elements
FR3016392B1 (en) METHOD FOR IDENTIFYING THE BALANCING CONFIGURATION INSTALLED ON A TURBOMACHINE ROTOR
FR3005177B1 (en) METHOD FOR AUTOMATICALLY PROVIDING SUPERVISION INFORMATION FROM A VEHICLE TO THE DRIVER COMMUNICATION EQUIPMENT
ITMI20120392A1 (en) PROCEDURE AND DEVICE FOR FORMING A VOICE SIGNAL IN RELATION TO A PATH TO BE CARRIED OUT
FR3032592B1 (en) DEVICE FOR GUIDING A COUPLING DRIVEN BY A VEHICLE, AND CORRESPONDING METHOD
EA201501087A2 (en) SYSTEM AND METHOD FOR DETERMINING THE MODE OF LED LIGHTING ON THE BASIS OF INFORMATION RECEIVED FROM NAVIGATION DEVICES

Legal Events

Date Code Title Description
FG2A Definitive protection

Ref document number: 2411629

Country of ref document: ES

Kind code of ref document: B1

Effective date: 20140311

FD2A Announcement of lapse in spain

Effective date: 20210915