JP7088886B2 - 自律型システム内の組み込みリアルタイム制約付き最適制御問題に対する平滑化及び正則化されたfischer-burmeister解決法 - Google Patents

自律型システム内の組み込みリアルタイム制約付き最適制御問題に対する平滑化及び正則化されたfischer-burmeister解決法 Download PDF

Info

Publication number
JP7088886B2
JP7088886B2 JP2019146279A JP2019146279A JP7088886B2 JP 7088886 B2 JP7088886 B2 JP 7088886B2 JP 2019146279 A JP2019146279 A JP 2019146279A JP 2019146279 A JP2019146279 A JP 2019146279A JP 7088886 B2 JP7088886 B2 JP 7088886B2
Authority
JP
Japan
Prior art keywords
vehicle
constraint
control device
autonomous vehicle
sensor
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.)
Active
Application number
JP2019146279A
Other languages
English (en)
Japanese (ja)
Other versions
JP2020040651A5 (enExample
JP2020040651A (ja
Inventor
エム.リャオ-マクファーソン ドミニク
エックス.ファン マイク
エム.ザセック ケビン
Original Assignee
トヨタ モーター エンジニアリング アンド マニュファクチャリング ノース アメリカ,インコーポレイティド
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 トヨタ モーター エンジニアリング アンド マニュファクチャリング ノース アメリカ,インコーポレイティド filed Critical トヨタ モーター エンジニアリング アンド マニュファクチャリング ノース アメリカ,インコーポレイティド
Publication of JP2020040651A publication Critical patent/JP2020040651A/ja
Publication of JP2020040651A5 publication Critical patent/JP2020040651A5/ja
Application granted granted Critical
Publication of JP7088886B2 publication Critical patent/JP7088886B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05DSYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots
    • G05D1/0088Control 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
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10Complex mathematical operations
    • G06F17/11Complex mathematical operations for solving equations, e.g. nonlinear equations, general mathematical optimization problems
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT 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
    • B60W30/00Purposes 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
    • B60W30/10Path keeping
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT 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
    • B60W50/00Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/04Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
    • G05B13/042Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators in which a parameter or coefficient is automatically adjusted to optimise the performance
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/04Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
    • G05B13/048Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators using a predictor
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10Complex mathematical operations
    • G06F17/15Correlation function computation including computation of convolution operations
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT 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
    • B60W50/00Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
    • B60W2050/0001Details of the control system
    • B60W2050/0019Control system elements or transfer functions

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Mathematical Analysis (AREA)
  • Theoretical Computer Science (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Computational Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Medical Informatics (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Algebra (AREA)
  • General Engineering & Computer Science (AREA)
  • Databases & Information Systems (AREA)
  • Transportation (AREA)
  • Mechanical Engineering (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • Computing Systems (AREA)
  • Business, Economics & Management (AREA)
  • Game Theory and Decision Science (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Operations Research (AREA)
  • Human Computer Interaction (AREA)
  • Feedback Control In General (AREA)
  • Steering Control In Accordance With Driving Conditions (AREA)
  • Control Of Driving Devices And Active Controlling Of Vehicle (AREA)
JP2019146279A 2018-08-08 2019-08-08 自律型システム内の組み込みリアルタイム制約付き最適制御問題に対する平滑化及び正則化されたfischer-burmeister解決法 Active JP7088886B2 (ja)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US16/058,831 US10739768B2 (en) 2018-08-08 2018-08-08 Smoothed and regularized Fischer-Burmeister solver for embedded real-time constrained optimal control problems in autonomous systems
US16/058,831 2018-08-08

Publications (3)

Publication Number Publication Date
JP2020040651A JP2020040651A (ja) 2020-03-19
JP2020040651A5 JP2020040651A5 (enExample) 2020-10-22
JP7088886B2 true JP7088886B2 (ja) 2022-06-21

Family

ID=69406750

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2019146279A Active JP7088886B2 (ja) 2018-08-08 2019-08-08 自律型システム内の組み込みリアルタイム制約付き最適制御問題に対する平滑化及び正則化されたfischer-burmeister解決法

Country Status (3)

Country Link
US (1) US10739768B2 (enExample)
JP (1) JP7088886B2 (enExample)
CN (1) CN110816528B (enExample)

Families Citing this family (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11580859B1 (en) * 2017-09-28 2023-02-14 Apple Inc. Vehicle lane change
US11227409B1 (en) 2018-08-20 2022-01-18 Waymo Llc Camera assessment techniques for autonomous vehicles
US11699207B2 (en) * 2018-08-20 2023-07-11 Waymo Llc Camera assessment techniques for autonomous vehicles
US20210064031A1 (en) * 2019-08-28 2021-03-04 Zenuity Ab Path planning for autonomous and semi-autonomous vehicles
US11378967B2 (en) * 2019-09-25 2022-07-05 Baidu Usa Llc Enumeration based failure prevention QP smoother for autonomous vehicles
US12291233B2 (en) * 2019-09-27 2025-05-06 Honda Motor Co., Ltd. System and method for providing accurate trajectory following for automated vehicles in dynamic environments
US11479265B2 (en) * 2020-03-25 2022-10-25 Baidu Usa Llc Incremental lateral control system using feedbacks for autonomous driving vehicles
JP7449144B2 (ja) * 2020-04-06 2024-03-13 株式会社Subaru 自動操舵制御装置
CN111959500B (zh) * 2020-08-07 2022-11-11 长春工业大学 一种基于轮胎力分配的汽车路径跟踪性能提升方法
CN112364561B (zh) * 2020-10-26 2022-07-26 上海感探号信息科技有限公司 控车动作修正方法、装置、电子设备和存储介质
CN114516342B (zh) * 2020-11-19 2024-05-03 上海汽车集团股份有限公司 一种车辆控制方法、装置及车辆
US12384410B2 (en) 2021-03-05 2025-08-12 The Research Foundation For The State University Of New York Task-motion planning for safe and efficient urban driving
CN113346500B (zh) * 2021-04-26 2023-06-02 西安交通大学 一种支持微电网全自治控制的柔性切换变流器及控制方法
US12175808B2 (en) 2021-04-27 2024-12-24 Garrett Transportation I Inc. Advanced control framework for automotive systems
US12242933B1 (en) * 2021-09-03 2025-03-04 Lytx, Inc. Adaptive model for vehicle processing of images
CN114537421B (zh) * 2022-03-04 2025-09-12 京东鲲鹏(江苏)科技有限公司 调整系统故障的方法、装置、设备和计算机可读介质

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2008143269A (ja) 2006-12-07 2008-06-26 Toyota Motor Corp 車両用制御装置
DE102013214225A1 (de) 2013-07-19 2015-01-22 Bayerische Motoren Werke Aktiengesellschaft Dynamische Neuplanung einer Fahrtrajektorie mittels LQ-Regelung für einen Ausweichassistenten
CN104590259A (zh) 2015-01-07 2015-05-06 福州华鹰重工机械有限公司 一种轨迹搜寻方法和系统
WO2018084324A1 (en) 2016-11-03 2018-05-11 Mitsubishi Electric Corporation Method and system for controlling vehicle
JP2019073177A (ja) 2017-10-17 2019-05-16 日立オートモティブシステムズ株式会社 予測制御装置及び方法
JP2019113926A (ja) 2017-12-21 2019-07-11 株式会社Ihi モデル予測制御装置

Family Cites Families (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20070079605A1 (en) 2005-10-07 2007-04-12 Eaton Corporation Exhaust aftertreatment system with transmission control
EP2620342B1 (en) 2006-06-26 2019-09-04 GE Hybrid Technologies, LLC Method, apparatus, signals, and media, for selecting operating conditions of a genset
US8504175B2 (en) * 2010-06-02 2013-08-06 Honeywell International Inc. Using model predictive control to optimize variable trajectories and system control
US8924331B2 (en) * 2010-09-03 2014-12-30 Honeywell International Inc. System and method for solving quadratic programming problems with bound constraints utilizing a semi-explicit quadratic programming solver
DE102012201767A1 (de) 2012-02-07 2013-08-08 Robert Bosch Gmbh Verfahren und Vorrichtung zur Dynamiküberwachung von Gas-Sensoren
CN103448716B (zh) * 2013-09-12 2015-10-07 清华大学 分布式电驱动车辆纵-横-垂向力协同控制方法
US10030602B2 (en) 2014-07-22 2018-07-24 The Regents Of The University Of Michigan Adaptive machine learning method to predict and control engine combustion
CN104977933B (zh) * 2015-07-01 2017-11-14 吉林大学 一种自主驾驶车辆的区域型路径跟踪控制方法
EP3734375B1 (en) * 2015-07-31 2023-04-05 Garrett Transportation I Inc. Quadratic program solver for mpc using variable ordering
US10293485B2 (en) * 2017-03-30 2019-05-21 Brain Corporation Systems and methods for robotic path planning

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2008143269A (ja) 2006-12-07 2008-06-26 Toyota Motor Corp 車両用制御装置
DE102013214225A1 (de) 2013-07-19 2015-01-22 Bayerische Motoren Werke Aktiengesellschaft Dynamische Neuplanung einer Fahrtrajektorie mittels LQ-Regelung für einen Ausweichassistenten
CN104590259A (zh) 2015-01-07 2015-05-06 福州华鹰重工机械有限公司 一种轨迹搜寻方法和系统
WO2018084324A1 (en) 2016-11-03 2018-05-11 Mitsubishi Electric Corporation Method and system for controlling vehicle
JP2019073177A (ja) 2017-10-17 2019-05-16 日立オートモティブシステムズ株式会社 予測制御装置及び方法
JP2019113926A (ja) 2017-12-21 2019-07-11 株式会社Ihi モデル予測制御装置

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
鈴木 脩平 Kohei SUZUKI,状態拘束のあるモデル予測制御に対するセミスムーズニュートン法を用いた高速解法 Fast Model Predictive Control with Simple Bounds Using Semismooth Newton Method,計測自動制御学会論文集 第50巻 第4号 Transactions of the Society of Instrument and Control Engineers,日本,公益社団法人計測自動制御学会 The Society of Instrument and Control Engineers,第50巻第4号,第348-355頁

Also Published As

Publication number Publication date
CN110816528B (zh) 2023-06-13
US10739768B2 (en) 2020-08-11
JP2020040651A (ja) 2020-03-19
CN110816528A (zh) 2020-02-21
US20200050196A1 (en) 2020-02-13

Similar Documents

Publication Publication Date Title
JP7088886B2 (ja) 自律型システム内の組み込みリアルタイム制約付き最適制御問題に対する平滑化及び正則化されたfischer-burmeister解決法
US11753023B2 (en) Adaptive control of autonomous or semi-autonomous vehicle
CN112733270B (zh) 车辆行驶轨迹预测和轨迹偏离危险度评估的系统与方法
Min et al. RNN-based path prediction of obstacle vehicles with deep ensemble
US9227632B1 (en) Method of path planning for evasive steering maneuver
CN109635672B (zh) 一种无人驾驶的道路特征参数估计方法
WO2009155228A1 (en) Path generation algorithm for automated lane centering and lane changing control system
EP4320020B1 (en) Lane changing based only on local information
CN114502450A (zh) 机动车辆横向和纵向引导中的死区时间补偿技术
Lundquist Sensor fusion for automotive applications
CN116685514A (zh) 远程控制装置
US20210046925A1 (en) Enhanced vehicle operation
Jeong A personalized lane keeping system for autonomous vehicles based on recurrent neural network with temporal dependencies
Lee et al. Automated driving control in safe driving envelope based on probabilistic prediction of surrounding vehicle behaviors
US20130085643A1 (en) Sensor positioning
CN117048593A (zh) 车辆横向控制方法、装置、计算机设备及存储介质
CN117022279A (zh) 一种铰接转向车辆双向行驶路径跟踪控制方法及系统
US20230150485A1 (en) Vehicle path adjustment
JP7612107B1 (ja) 移動体制御装置
US20240265713A1 (en) Drive device, vehicle, and method for automated driving and/or assisted driving
Yoon et al. High-definition map based motion planning, and control for urban autonomous driving
Han et al. Autonomous driving framework for bus transit systems towards operation safety and robustness
CN119225187B (zh) 动态超车场景下的智能汽车概率约束型路径规划方法
Yamauchi et al. Adaptive identification method of vehicle modeling according to the fluctuation of road and running situation in autonomous driving
CN120156550A (zh) 基于管道的模型预测控制轨迹规划方法

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20200910

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20200910

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20210831

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20211005

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20211227

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20220510

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20220609

R150 Certificate of patent or registration of utility model

Ref document number: 7088886

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150

S111 Request for change of ownership or part of ownership

Free format text: JAPANESE INTERMEDIATE CODE: R313113

R350 Written notification of registration of transfer

Free format text: JAPANESE INTERMEDIATE CODE: R350