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FR2885175B1 - Procede de commande d'un moteur de vehicule mettant en oeuvre un reseau de neurones - Google Patents

Procede de commande d'un moteur de vehicule mettant en oeuvre un reseau de neurones

Info

Publication number
FR2885175B1
FR2885175B1 FR0504285A FR0504285A FR2885175B1 FR 2885175 B1 FR2885175 B1 FR 2885175B1 FR 0504285 A FR0504285 A FR 0504285A FR 0504285 A FR0504285 A FR 0504285A FR 2885175 B1 FR2885175 B1 FR 2885175B1
Authority
FR
France
Prior art keywords
controlling
vehicle engine
neuron network
neuron
network
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
FR0504285A
Other languages
English (en)
Other versions
FR2885175A1 (fr
Inventor
Thierry Prunier
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.)
Renault SA
Original Assignee
Renault 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 Renault SA filed Critical Renault SA
Priority to FR0504285A priority Critical patent/FR2885175B1/fr
Priority to PCT/FR2006/050387 priority patent/WO2006114550A1/fr
Priority to JP2008508271A priority patent/JP2008539360A/ja
Priority to US11/912,937 priority patent/US7774127B2/en
Priority to EP06743844A priority patent/EP1877658A1/fr
Priority to CN2006800147090A priority patent/CN101198783B/zh
Publication of FR2885175A1 publication Critical patent/FR2885175A1/fr
Application granted granted Critical
Publication of FR2885175B1 publication Critical patent/FR2885175B1/fr
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F02—COMBUSTION ENGINES; HOT-GAS OR COMBUSTION-PRODUCT ENGINE PLANTS
    • F02D—CONTROLLING COMBUSTION ENGINES
    • F02D41/00—Electrical control of supply of combustible mixture or its constituents
    • F02D41/02—Circuit arrangements for generating control signals
    • F02D41/18—Circuit arrangements for generating control signals by measuring intake air flow
    • F02D41/182—Circuit arrangements for generating control signals by measuring intake air flow for the control of a fuel injection device
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/0265—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
    • G05B13/027—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion using neural networks only
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F02—COMBUSTION ENGINES; HOT-GAS OR COMBUSTION-PRODUCT ENGINE PLANTS
    • F02D—CONTROLLING COMBUSTION ENGINES
    • F02D41/00—Electrical control of supply of combustible mixture or its constituents
    • F02D41/0002—Controlling intake air
    • F02D2041/001—Controlling intake air for engines with variable valve actuation
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F02—COMBUSTION ENGINES; HOT-GAS OR COMBUSTION-PRODUCT ENGINE PLANTS
    • F02D—CONTROLLING COMBUSTION ENGINES
    • F02D2200/00—Input parameters for engine control
    • F02D2200/02—Input parameters for engine control the parameters being related to the engine
    • F02D2200/04—Engine intake system parameters
    • F02D2200/0411—Volumetric efficiency
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F02—COMBUSTION ENGINES; HOT-GAS OR COMBUSTION-PRODUCT ENGINE PLANTS
    • F02D—CONTROLLING COMBUSTION ENGINES
    • F02D41/00—Electrical control of supply of combustible mixture or its constituents
    • F02D41/02—Circuit arrangements for generating control signals
    • F02D41/14—Introducing closed-loop corrections
    • F02D41/1401—Introducing closed-loop corrections characterised by the control or regulation method
    • F02D41/1405—Neural network control
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F02—COMBUSTION ENGINES; HOT-GAS OR COMBUSTION-PRODUCT ENGINE PLANTS
    • F02D—CONTROLLING COMBUSTION ENGINES
    • F02D41/00—Electrical control of supply of combustible mixture or its constituents
    • F02D41/24—Electrical control of supply of combustible mixture or its constituents characterised by the use of digital means
    • F02D41/2406—Electrical control of supply of combustible mixture or its constituents characterised by the use of digital means using essentially read only memories
    • F02D41/2425—Particular ways of programming the data
    • F02D41/2429—Methods of calibrating or learning
    • F02D41/2451—Methods of calibrating or learning characterised by what is learned or calibrated
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F02—COMBUSTION ENGINES; HOT-GAS OR COMBUSTION-PRODUCT ENGINE PLANTS
    • F02D—CONTROLLING COMBUSTION ENGINES
    • F02D41/00—Electrical control of supply of combustible mixture or its constituents
    • F02D41/24—Electrical control of supply of combustible mixture or its constituents characterised by the use of digital means
    • F02D41/2406—Electrical control of supply of combustible mixture or its constituents characterised by the use of digital means using essentially read only memories
    • F02D41/2425—Particular ways of programming the data
    • F02D41/2429—Methods of calibrating or learning
    • F02D41/2477—Methods of calibrating or learning characterised by the method used for learning

Landscapes

  • Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • General Physics & Mathematics (AREA)
  • Chemical & Material Sciences (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Automation & Control Theory (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Combustion & Propulsion (AREA)
  • Mechanical Engineering (AREA)
  • General Engineering & Computer Science (AREA)
  • Combined Controls Of Internal Combustion Engines (AREA)
  • Output Control And Ontrol Of Special Type Engine (AREA)
  • Feedback Control In General (AREA)
  • Valve Device For Special Equipments (AREA)
FR0504285A 2005-04-28 2005-04-28 Procede de commande d'un moteur de vehicule mettant en oeuvre un reseau de neurones Expired - Fee Related FR2885175B1 (fr)

Priority Applications (6)

Application Number Priority Date Filing Date Title
FR0504285A FR2885175B1 (fr) 2005-04-28 2005-04-28 Procede de commande d'un moteur de vehicule mettant en oeuvre un reseau de neurones
PCT/FR2006/050387 WO2006114550A1 (fr) 2005-04-28 2006-04-25 Procede de commande d'un moteur de vehicule mettant en œuvre un reseau de neurones
JP2008508271A JP2008539360A (ja) 2005-04-28 2006-04-25 ニューラルネットを使用した車両エンジンの制御方法
US11/912,937 US7774127B2 (en) 2005-04-28 2006-04-25 Method for controlling a motor vehicle using a network of neurones
EP06743844A EP1877658A1 (fr) 2005-04-28 2006-04-25 Procede de commande d'un moteur de vehicule mettant en uvre un reseau de neurones
CN2006800147090A CN101198783B (zh) 2005-04-28 2006-04-25 使用神经网络控制车辆发动机的方法

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
FR0504285A FR2885175B1 (fr) 2005-04-28 2005-04-28 Procede de commande d'un moteur de vehicule mettant en oeuvre un reseau de neurones

Publications (2)

Publication Number Publication Date
FR2885175A1 FR2885175A1 (fr) 2006-11-03
FR2885175B1 true FR2885175B1 (fr) 2010-08-13

Family

ID=35376955

Family Applications (1)

Application Number Title Priority Date Filing Date
FR0504285A Expired - Fee Related FR2885175B1 (fr) 2005-04-28 2005-04-28 Procede de commande d'un moteur de vehicule mettant en oeuvre un reseau de neurones

Country Status (6)

Country Link
US (1) US7774127B2 (fr)
EP (1) EP1877658A1 (fr)
JP (1) JP2008539360A (fr)
CN (1) CN101198783B (fr)
FR (1) FR2885175B1 (fr)
WO (1) WO2006114550A1 (fr)

Families Citing this family (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2009275679A (ja) * 2008-05-19 2009-11-26 Toyota Motor Corp 内燃機関の吸気制御装置および内燃機関の自動適合装置
DE102014000397A1 (de) * 2014-01-17 2015-07-23 Fev Gmbh Modellbasierte Zylinderfüllungserfassung für eine Brennkraftmaschine
US10100773B2 (en) * 2014-06-04 2018-10-16 Ford Global Technologies, Llc Method and system for dual fuel engine system
DE102015214179B3 (de) * 2015-07-27 2016-08-18 Mtu Friedrichshafen Gmbh Verfahren zur Kompensation eines Ventildrifts einer Brennkraftmaschine
CN106401757B (zh) * 2015-07-28 2019-07-05 长城汽车股份有限公司 发动机的断缸模式实现方法、系统及车辆
FR3046630B1 (fr) * 2016-01-11 2018-01-12 Peugeot Citroen Automobiles Sa Procede d'estimation d'une masse d'air frais admise a l'interieur d'une chambre de combustion de moteur a combustion interne a levee de soupape variable
US10161340B1 (en) * 2017-10-02 2018-12-25 GM Global Technology Operations LLC Fuel injection system and method for a vehicle propulsion system
JP6702380B2 (ja) * 2018-09-14 2020-06-03 トヨタ自動車株式会社 内燃機関の制御装置
JP6593560B1 (ja) 2019-02-15 2019-10-23 トヨタ自動車株式会社 内燃機関の失火検出装置、内燃機関の失火検出システム、データ解析装置、および内燃機関の制御装置
US12195020B2 (en) 2019-06-20 2025-01-14 Cummins Inc. Reinforcement learning control of vehicle systems
CN112859599B (zh) * 2021-01-08 2022-07-19 淮阴工学院 一种物体传递凸轮控制系统

Family Cites Families (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP3510021B2 (ja) * 1995-09-29 2004-03-22 松下電器産業株式会社 内燃機関の空燃比制御装置
DE19547496C2 (de) * 1995-12-19 2003-04-17 Dierk Schroeder Verfahren zur Regelung von Verbrennungsmotoren
JPH11294230A (ja) * 1998-04-09 1999-10-26 Yamaha Motor Co Ltd エンジンの燃料噴射制御装置
DE19914910A1 (de) * 1999-04-01 2000-10-26 Bayerische Motoren Werke Ag Hybridmodell zur Modellierung eines Gesamtprozesses in einem Fahrzeug
JP2002130042A (ja) * 2000-10-19 2002-05-09 Denso Corp 内燃機関の筒内充填空気量検出装置
JP3965908B2 (ja) * 2000-12-12 2007-08-29 トヨタ自動車株式会社 内燃機関の吸入空気量演算装置
JP3991619B2 (ja) * 2000-12-26 2007-10-17 日産自動車株式会社 内燃機関の空燃比制御装置
US6935313B2 (en) * 2002-05-15 2005-08-30 Caterpillar Inc System and method for diagnosing and calibrating internal combustion engines
DE10242233B3 (de) * 2002-09-12 2004-01-22 Daimlerchrysler Ag Verfahren zur Bestimmung einer Luftaufwandsänderung für einen Verbrennungsmotor
DE10242234B4 (de) * 2002-09-12 2006-03-23 Daimlerchrysler Ag Verfahren zur Bestimmung einer Abgasrückführmenge für einen Verbrennungsmotor mit Abgasrückführung
US7321820B2 (en) * 2006-01-30 2008-01-22 Gm Global Technology Operations, Inc. Model-based inlet air dynamics state characterization
US7440838B2 (en) * 2006-11-28 2008-10-21 Gm Global Technology Operations, Inc. Torque based air per cylinder and volumetric efficiency determination

Also Published As

Publication number Publication date
JP2008539360A (ja) 2008-11-13
CN101198783B (zh) 2010-10-13
EP1877658A1 (fr) 2008-01-16
US20090018752A1 (en) 2009-01-15
CN101198783A (zh) 2008-06-11
US7774127B2 (en) 2010-08-10
FR2885175A1 (fr) 2006-11-03
WO2006114550A1 (fr) 2006-11-02

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Year of fee payment: 11

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Effective date: 20161230