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An Automatic Emergency Braking System for Collision Avoidance Assist of Multi-Trailer Vehicle Based on Model Prediction Control
Technical Paper
2021-01-0117
ISSN: 0148-7191, e-ISSN: 2688-3627
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SAE WCX Digital Summit
Language:
English
Abstract
The autonomous collision avoidance problem for multi-trailer vehicle maneuvering is investigated in this paper. Different from conventional vehicle systems that contain one single moving part or multi-parts that can be considered as one rigid body, the interconnection between the tractor and each trailer, and interactions between trailers in the multi-trailer system introduce a high dimensional and highly complex dynamic system for the controller design. The external disturbance and parametric uncertainties further increase the difficulty in system identification and state space formulation. To implement a real time control system for various scenarios where the locations and states of the obstacles are not known beforehand, a supervisory algorithm is designed to convert the control problem to a discrete event system. The model predictive control (MPC) using limited lookahead policy is employed in the proposed algorithm. By viewing the system model under consideration as a finite automaton with a finite number of legal behaviors, the MPC algorithm calculates the complete control outcomes for the entire set of possible control inputs over a limited time horizon. With a proper performance index defined, the designed controller predicts and evaluates the performance of the system such that an optimal control action is selected for the current system states. This process repeats until a predefined objective is reached. Computer based simulation results and Hardware-In-the-Loop (HIL) experiments demonstrate the effectiveness and robustness of the control algorithm as a real time controller.
Authors
Topic
Citation
Liu, Y., Ball, J., Abdelwahed, S., and He, G., "An Automatic Emergency Braking System for Collision Avoidance Assist of Multi-Trailer Vehicle Based on Model Prediction Control," SAE Technical Paper 2021-01-0117, 2021, https://doi.org/10.4271/2021-01-0117.Also In
References
- National Motor Vehicle Crash Causation Survey 2008
- Traffic Safety Facts 2013
- Jean , F. The Car with n Trailers: Characterization of the Singular Configurations ESAIM: Cont. Opt. Calc. Var 1 1996
- Sampei , M. , and Kobayashi , T. Path Tracking Control of Car-Caravan Type Articulated Vehicles Using Nonlinear Control Theory Transactions of the Society of Instrument and Control Engineers 30 4 427 434 1994
- Ohara , H. and Murakami , T. Tracking Control of a Compact Electrical Vehicle Trailer Based On Equivalent Dynamics Model Advanced Motion Control, 2004. AMC ’04. The 8th IEEE International Workshop on 2004 183 186
- Michalek , M. Geometrically Motivated Set-Point Control Strategy for the Standard n-trailer Vehicle Intelligent Vehicles Symposium (IV), 2011 IEEE June 2011 138 143
- Morin , P. and Samson , C. Transverse Function Control of a Class of Non-invariant driftless systems. Application to Vehicles with Trailers Decision and Control, 2008. CDC 2008. 47th IEEE Conference on Dec 2008 4312 4319
- Li , B. and Shao , Z. An Incremental Strategy for Tractor-Trailer Vehicle Global Trajectory Optimization in the Presence of Obstacles 2015 IEEE International Conference on Robotics and Biomimetics (ROBIO) , Dec 2015 1447 1452
- Hart , P.E. , Nilsson , N.J. , and Raphael , B. A Formal Basis for the Heuristic Determination of Minimum Cost Paths IEEE transactions on Systems Science and Cybernetics 4 2 100 107 1968
- Aghili , F. A Prediction and Motion-Planning Scheme for Visually Guided Robotic Capturing of Free-Floating Tumbling Objects with Uncertain Dynamics IEEE Transactions on Robotics 28 3 634 649 2012
- Bhargava , T.V. and Issac , K.K. Minimum Time Collision-Free Trajectories for Grabbing a Non-tumbling Satellite IFAC-PapersOnLine 49 1 142 147 2016 http://www.sciencedirect.com/science/article/pii/S240589631630043X
- Chung , S.L. , Lafortune , S. , and Lin , F. Limited Lookahead Policies in Supervisory Control of Discrete Event Systems IEEE Transactions on Automatic Control 37 12 1921 1935 1992
- Morari , M. and Lee , J.H. Model Predictive Control: Past, Present and Future Computers and Chemical Engineering 23 45 667 682 1999 http://www.sciencedirect.com/science/article/pii/S0098135498003019
- Bin , Y. , Shim , T. , Feng , N. , and Zhou , D. Path Tracking Control for Backing-Up Tractor-Trailer System Via Model Predictive Control 2012 24th Chinese Control and Decision Conference (CCDC) , May 2012 198 203
- Bin , Y. and Shim , T. Constrained Model Predictive Control for Backing-up Tractor-Trailer System Intelligent Control and Automation (WCICA), 2012 10th World Congress on July 2012 2165 2170
- Kayacan , E. , Kayacan , E. , Ramon , H. , and Saeys , W. Distributed Non- linear Model Predictive Control of an Autonomous Tractortrailer System Mechatronics 24 8 926 933 2014 http://www.sciencedirect.com/science/article/pii/ S0957415814000634
- Garca , C.E. , Prett , D.M. , and Morari , M. Model Predictive Control: Theory and Practicea Survey Automatica 25 3 335 348 1989 http://www.sciencedirect.com/science/ article/pii/0005109889900022
- Cabo , C. , Ordon , C. An Algorithm for Automatic Detection of Pole-like Street Furniture Objects from Mobile Laser Scanner Point Clouds ISPRS Journal of Photogrammetry and Remote Sensing 87 47 56 2014
- Lehtoma , M. Jaakkola , A. , Hyyppa , J. Kukko , A. , and Kaartinen , H. Detection of Vertical Pole-Like Objects in a Road Environment Using Vehicle-based Laser Scanning Data Remote Sensing 2 3 641 664 2010
- Li , D. , and Elberink , S.O. Optimizing Detection of Road Furniture (Pole-Like Objects) in Mobile Laser Scanner Data ISPRS Ann. Photogramm. Remote Sens. Spat. Inf. Sci 1 163 168 2013
- Ishikawa , K. , Tonomura , F. , Amano , Y. , and Hashizume , T. Recognition of Road Objects from 3d Mobile Mapping Data International Journal of CAD/CAM 13 2 2013
- Premebida , C. , Monteiro , G. , Nunes , U. , and Peixoto , P. A Lidar and Vision-Based Approach for Pedestrian and Vehicle Detection and Tracking 2007 IEEE Intelligent Transportation Systems Conference. IEEE 2007 1044 1049
- Premebida , C. , Ludwig , O. , and Nunes , U. Lidar and Vision-based Pedestrian Detection System Journal of Field Robotics 26 9 696 711 2009
- Szarvas , M. , Sakai , U. , and Ogata , J. Real-time Pedestrian Detection Using Lidar and Convolutional Neural Networks 2006 IEEE Intelligent Vehicles Symposium. IEEE 2006 213 218
- Lindner , P. , Richter , E. , Wanielik , G. , Takagi , K. , and Isogai , A. Multi- channel Lidar Processing for Lane Detection and Estimation 2009 12th International IEEE Conference on Intelligent Transportation Systems. IEEE 2009 1 6
- Ogawa , T. and Takagi , K. Lane Recognition Using On-Vehicle Lidar 2006 IEEE Intelligent Vehicles Symposium. IEEE 2006 540 545
- Shan , Y. Deffuant Model with General Opinion Distributions: First Impression and Critical Confidence Bound Complexity 19 28 49 2013
- Jones , W.D. Keeping Cars from Crashing Spectrum , IEEE 38 9 40 45 2001
- Sabe , K. , Fukuchi , M. , Gutmann , J.-S. , Ohashi , T. , Kawamoto , K. , and Yoshigahara , T. Obstacle Avoidance and Path Planning for Humanoid Robots using Stereo Vision Robotics and Automation, 2004. Proceedings. ICRA’04. 2004 IEEE International Conference on 1 2004 592 597
- Nedevschi , S. , Bota , S. , and Tomiuc , C. Stereo-Based Pedestrian Detection for Collision-avoidance Applications Intelligent Transportation Systems, IEEE Transactions on 10 3 380 391 2009
- Blanco-Claraco , J.-L. , Moreno-Duenas , F.-A. , and González-Jiménez , J. The Málaga Urban Dataset: High-Rate Stereo and Lidar in a Realistic Urban Scenario The International Journal of Robotics Research 33 2 207 214 2014
- Moghadam , P. , Wijesoma , W.S. , and Feng , D.J. Improving Path Planning and Mapping Based on Stereo Vision and Lidar Control, Automation, Robotics and Vision, 2008. ICARCV 2008. 10th Interna- tional Conference on. IEEE 2008 384 389
- Goldberg , S.B. , Maimone , M.W. , and Matthies , L. Stereo Vision and Rover Navigation Software for Planetary Exploration Aerospace Conference Proceedings, 2002. IEEE 5 2002 5 2025
- Li , Y. Stereo Vision and Lidar Based Dynamic Occupancy Grid Mapping: Application to Scenes Analysis for Intelligent Vehicles 2013
- Kanade , T. , Kano , H. , Kimura , S. , Yoshida , A. , and Oda , K. Development of a Video-rate Stereo Machine Intelligent Robots and Systems 95.’Human Robot Interaction and Cooperative Robots’, Proceedings. 1995 IEEE/RSJ International Conference on 3 1995 95 100
- Jia , R. , Abdelwahed , S. , and Erradi , A. Predictive Control Approach for Fault Management of Computing Systems ACM Performance Evaluation Review 43 3 16 20 2015
- Iannucci , S. and Abdelwahed , S. Model-Based Response Planning Strategies for Autonomic Intrusion Protection ACM Transaction on Autonomous and Adaptive System 13 1 2018
- Shang , Y. Resilient Consensus of Switched Multi-Agent Systems Systems & Control Letters 122 12 18 2018
- Shang , Y. Resilient Multiscale Coordination Control Against Adversarial Nodes Energies 11 1844 2018
- Cook , L.R.J.T. and Lever , J. Multi-Body Dynamics Model of a Tracked Vehicle Using a Towing Winch for Optimal Mobility Control and Terrain Identification DSCC2016, ASME 2016 Dynamic Systems and Control Conference October 2016
- Khalaji , A. , and Moosavian , S. Dynamic Modeling and Tracking Control of a Car with n Trailers Multibody System Dynamics 32 2 211 225 2016
- Liu , Y.-C. , Davenport , C. , Gafford , J. , Mazzola , M. et al. Development of a Dynamic Modeling Framework to Predict Instantaneous Status of Towing Vehicle Systems SAE Technical Paper 2017-01-1588 2017 10.4271/2017-01-1588
- Liu , Y.-C. , Davenport , C. , Gafford , J. , Ball , J. et al. A Kinematic Modeling Framework for Prediction of Instantaneous Status of Towing Vehicle Systems SAE International Journal of Passenger Cars-Mechanical Systems 11 2 177 190 2018
- Liu , Y.-C. , Iacomini , D. , Powell , B. , Gafford , J. , Ball , J. , Shi , J. , and Davenport , C. Development, Testing, and Assessment of a Kinematic Path- Following Model for Towing Vehicle Systems SAE International Journal of Vehicle Dynamics, Stability, and NVH 3 1 2019
- Davis , M. , Cagle , L. , Morgan , C. , Ball , J.E. , Anderson , D.T. , Bethel , C.L. , and Liu , Y.-C. Hydra: a Modular, Universal Multisensory Data Collection System SPIE DCS Defense and Security Program and Symposium Orlando, FL, USA April 15-19 2018
- Abdelwahed , S. , Su , R. , Bai , J. , and Kandasamy , N. On the Application of Predictive Control Techniques for Adaptive Performance Management of Computing Systems IEEE Transactions on Network and Service Management 6 4 212 225 2009
- DeLurgio , S. 1998 https://books.google.com/books? id=fMXZAAAAMAAJ
- Abdelwahed , S. , Bai , J. , Su , R. , and Kandasamy , N. On the Application of Predictive Control Techniques for Adaptive Performance Management of Computing Systems IEEE Transactions on Network and Service Management 6 4 212 225 2009
- Coley , G. and Day , R.P.J. Beaglebone Black System Reference Manual https://cdn-shop.adafruit.com/datasheets/BBB SRM.pdf
- Ball , J.E. , Burch , R.F. Cagle , L.D. , Davenport , C.S. , Gafford , J.R. , Hannis , T.J. , Hegman , A.R. , LeClair , A.M. , Liu , Y.-C. , Mazzola , M.S. , McKinney , H.G. , Reza , T. , Shi , J. , Wei , P. , and Iacomini , D.W. Systems and Methods for Enhanced Collision Avoidance on Logistics Ground Support Equipment Using Multi-Sensor Detection Fusion 2020
- Burch , R.F. Abdelwahed , S. , Ball , J.E. , Doude , M. , Gafford , J.R. , Hannis , T.J. , Liu , Y.-C. , Mazzola , M.S. , and McKinney , H. Enhanced Systems, Apparatus, and Methods for Improved Automated and Autonomous Operation of Logistic Ground Support Equipment 2020