CN110816528B - 用于自主系统中嵌入式实时受约束最优控制问题的求解器 - Google Patents
用于自主系统中嵌入式实时受约束最优控制问题的求解器 Download PDFInfo
- Publication number
- CN110816528B CN110816528B CN201910727714.5A CN201910727714A CN110816528B CN 110816528 B CN110816528 B CN 110816528B CN 201910727714 A CN201910727714 A CN 201910727714A CN 110816528 B CN110816528 B CN 110816528B
- Authority
- CN
- China
- Prior art keywords
- vehicle
- constraints
- controller
- sensor
- distance
- 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
Links
Images
Classifications
-
- 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 OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/11—Complex mathematical operations for solving equations, e.g. nonlinear equations, general mathematical optimization problems
-
- 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
- B60W30/10—Path keeping
-
- 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
- B60W50/00—Details 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
-
- 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
- G05B13/04—Adaptive 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
- G05B13/042—Adaptive 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
-
- 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
- G05B13/04—Adaptive 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
- G05B13/048—Adaptive 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
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/15—Correlation function computation including computation of convolution operations
-
- 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
- B60W50/00—Details 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
- B60W2050/0001—Details of the control system
- B60W2050/0019—Control 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 Optimization (AREA)
- Data Mining & Analysis (AREA)
- Theoretical Computer Science (AREA)
- Pure & Applied Mathematics (AREA)
- Mathematical Analysis (AREA)
- Computational Mathematics (AREA)
- Evolutionary Computation (AREA)
- Artificial Intelligence (AREA)
- Medical Informatics (AREA)
- Health & Medical Sciences (AREA)
- Computer Vision & Pattern Recognition (AREA)
- General Engineering & Computer Science (AREA)
- Algebra (AREA)
- Databases & Information Systems (AREA)
- Mechanical Engineering (AREA)
- Transportation (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)
- Steering Control In Accordance With Driving Conditions (AREA)
- Feedback Control In General (AREA)
- Control Of Driving Devices And Active Controlling Of Vehicle (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US16/058,831 | 2018-08-08 | ||
| 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 |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN110816528A CN110816528A (zh) | 2020-02-21 |
| CN110816528B true CN110816528B (zh) | 2023-06-13 |
Family
ID=69406750
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201910727714.5A Expired - Fee Related CN110816528B (zh) | 2018-08-08 | 2019-08-08 | 用于自主系统中嵌入式实时受约束最优控制问题的求解器 |
Country Status (3)
| Country | Link |
|---|---|
| US (1) | US10739768B2 (enExample) |
| JP (1) | JP7088886B2 (enExample) |
| CN (1) | CN110816528B (enExample) |
Families Citing this family (16)
| 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 (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103448716A (zh) * | 2013-09-12 | 2013-12-18 | 清华大学 | 分布式电驱动车辆纵-横-垂向力协同控制方法 |
| CN104977933A (zh) * | 2015-07-01 | 2015-10-14 | 吉林大学 | 一种自主驾驶车辆的区域型路径跟踪控制方法 |
| EP3125052A1 (en) * | 2015-07-31 | 2017-02-01 | Honeywell International Inc. | Quadratic program solver for mpc using variable ordering |
Family Cites Families (13)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20070079605A1 (en) | 2005-10-07 | 2007-04-12 | Eaton Corporation | Exhaust aftertreatment system with transmission control |
| EP2620341B1 (en) | 2006-06-26 | 2017-11-29 | GE Hybrid Technologies, LLC | Method, apparatus, signals, and media, for selecting operating conditions of a genset |
| JP4586795B2 (ja) | 2006-12-07 | 2010-11-24 | トヨタ自動車株式会社 | 車両用制御装置 |
| 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 |
| DE102013214225A1 (de) | 2013-07-19 | 2015-01-22 | Bayerische Motoren Werke Aktiengesellschaft | Dynamische Neuplanung einer Fahrtrajektorie mittels LQ-Regelung für einen Ausweichassistenten |
| 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 |
| CN104590259B (zh) | 2015-01-07 | 2015-08-26 | 福州华鹰重工机械有限公司 | 一种轨迹搜寻方法和系统 |
| US9989964B2 (en) | 2016-11-03 | 2018-06-05 | Mitsubishi Electric Research Laboratories, Inc. | System and method for controlling vehicle using neural network |
| US10293485B2 (en) * | 2017-03-30 | 2019-05-21 | Brain Corporation | Systems and methods for robotic path planning |
| JP6937658B2 (ja) | 2017-10-17 | 2021-09-22 | 日立Astemo株式会社 | 予測制御装置及び方法 |
| JP6939513B2 (ja) | 2017-12-21 | 2021-09-22 | 株式会社Ihi | モデル予測制御装置 |
-
2018
- 2018-08-08 US US16/058,831 patent/US10739768B2/en not_active Expired - Fee Related
-
2019
- 2019-08-08 JP JP2019146279A patent/JP7088886B2/ja active Active
- 2019-08-08 CN CN201910727714.5A patent/CN110816528B/zh not_active Expired - Fee Related
Patent Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103448716A (zh) * | 2013-09-12 | 2013-12-18 | 清华大学 | 分布式电驱动车辆纵-横-垂向力协同控制方法 |
| CN104977933A (zh) * | 2015-07-01 | 2015-10-14 | 吉林大学 | 一种自主驾驶车辆的区域型路径跟踪控制方法 |
| EP3125052A1 (en) * | 2015-07-31 | 2017-02-01 | Honeywell International Inc. | Quadratic program solver for mpc using variable ordering |
Non-Patent Citations (2)
| Title |
|---|
| 一族基于修正的F-B NCP函数的非线性Lagrange函数;张丽丽;《工程科技II辑》;20130615;3-25 * |
| 求解广义非线性互补问题的光滑化拟牛顿法;柴婧等;《高校应用数学学报》;20111215;453-466 * |
Also Published As
| Publication number | Publication date |
|---|---|
| US20200050196A1 (en) | 2020-02-13 |
| US10739768B2 (en) | 2020-08-11 |
| JP7088886B2 (ja) | 2022-06-21 |
| JP2020040651A (ja) | 2020-03-19 |
| CN110816528A (zh) | 2020-02-21 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN110816528B (zh) | 用于自主系统中嵌入式实时受约束最优控制问题的求解器 | |
| EP4091028B1 (en) | Adaptive control of autonomous or semi-autonomous vehicle | |
| EP3948440B1 (en) | Nonlinear optimization method for stochastic predictive control | |
| 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 | |
| CN112180925B (zh) | Agv轨迹跟随方法、装置及处理设备 | |
| US10409233B2 (en) | Method with quasi-Newton Jacobian updates for nonlinear predictive control | |
| WO2009155228A1 (en) | Path generation algorithm for automated lane centering and lane changing control system | |
| CN109017984B (zh) | 一种无人车的轨迹跟随控制方法、控制系统及相关装置 | |
| 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 | |
| CN110609539B (zh) | 路径跟踪控制方法、装置和系统及存储介质 | |
| CN114604273B (zh) | 车辆轨迹规划方法、装置、存储介质及电子设备 | |
| CN112429004A (zh) | 一种车辆自动换道控制方法 | |
| CN119370125A (zh) | 一种基于模型预测控制的智能车变道轨迹规划方法 | |
| Lee et al. | Automated driving control in safe driving envelope based on probabilistic prediction of surrounding vehicle behaviors | |
| CN118011832A (zh) | 一种基于激光点云和障碍函数的运动体鲁棒安全控制方法 | |
| CN115617052B (zh) | 流速下的无人船入库方法、装置、计算机设备及存储介质 | |
| CN117048593A (zh) | 车辆横向控制方法、装置、计算机设备及存储介质 | |
| Meng et al. | Autonomous parking method based on improved A* algorithm and model predictive control | |
| Yang et al. | DERL: dynamic estimation reinforcement learning for vehicle path following with road features | |
| Kumar et al. | An optimal lateral trajectory stabilization of vehicle using differential dynamic programming | |
| US20250341833A1 (en) | Remote control apparatus and remote control system | |
| CN119759036B (zh) | 一种引入避障功能的usv轨迹跟踪控制方法 | |
| Li et al. | Deep Neural Network-Based Linear Quadratic Programming for Vehicle Path Tracking |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant | ||
| CF01 | Termination of patent right due to non-payment of annual fee | ||
| CF01 | Termination of patent right due to non-payment of annual fee |
Granted publication date: 20230613 |