Highly Automated Driving on Highways Based on Legal Safety

This paper discusses driving system design based on traffic rules. This allows fully automated driving in an environment with human drivers, without necessarily changing equipment on other vehicles or infrastructure. It also facilitates cooperation between the driving system and the host driver during highly automated driving. The concept, referred to as legal safety, is illustrated for highly automated driving on highways with distance keeping, intelligent speed adaptation, and lane-changing functionalities. Requirements by legal safety on perception and control components are discussed. This paper presents the actual design of a legal safety decision component, which predicts object trajectories and calculates optimal subject trajectories. System implementation on automotive electronic control units and results on vehicle and simulator are discussed.

[1]  Bo Chen,et al.  A Review of the Applications of Agent Technology in Traffic and Transportation Systems , 2010, IEEE Transactions on Intelligent Transportation Systems.

[2]  Thomas Sattel,et al.  From robotics to automotive: Lane-keeping and collision avoidance based on elastic bands , 2008 .

[3]  Uwe Franke,et al.  Towards a closer fusion of active and passive safety: Optical flow-based detection of vehicle side collisions , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[4]  Lydia E. Kavraki,et al.  Probabilistic roadmaps for path planning in high-dimensional configuration spaces , 1996, IEEE Trans. Robotics Autom..

[5]  Azim Eskandarian,et al.  Research advances in intelligent collision avoidance and adaptive cruise control , 2003, IEEE Trans. Intell. Transp. Syst..

[6]  Benoit Vanholme,et al.  Trajectory tracking for highly automated passenger vehicles , 2011 .

[7]  José Eugenio Naranjo,et al.  Lane-Change Fuzzy Control in Autonomous Vehicles for the Overtaking Maneuver , 2008, IEEE Transactions on Intelligent Transportation Systems.

[8]  Christian Löper,et al.  Ein Baustein für hochautomatisiertes Fahren: Kooperative, manöverbasierte Automation in den Projekten H-Mode und HAVEit , 2009 .

[9]  Tomás Lozano-Pérez,et al.  Spatial Planning: A Configuration Space Approach , 1983, IEEE Transactions on Computers.

[10]  Jerome Douret,et al.  A Reliable and Robust Lane Detection System based on the Parallel Use of Three Algorithms for Driving Safety Assistance , 2006, MVA.

[11]  Gerd Wanielik,et al.  Non-rigid-motion recognition using a moving mono camera , 2009, 2009 IEEE Intelligent Vehicles Symposium.

[12]  R.A. Williams,et al.  Application of the H-Mode, A Design and Interaction Concept for Highly Automated Vehicles, to Aircraft , 2006, 2006 ieee/aiaa 25TH Digital Avionics Systems Conference.

[13]  Benoit Vanholme,et al.  Manoeuvre-based trajectory planning for highly autonomous vehicles on real road with traffic , 2009, 2009 European Control Conference (ECC).

[14]  Klaus Dietmayer,et al.  Lane detection and street type classification using laser range images , 2001, ITSC 2001. 2001 IEEE Intelligent Transportation Systems. Proceedings (Cat. No.01TH8585).

[15]  T D Gillespie,et al.  Fundamentals of Vehicle Dynamics , 1992 .

[16]  Wolfgang Rosenstiel,et al.  Object-Oriented Bayesian Networks for Detection of Lane Change Maneuvers , 2012, IEEE Intelligent Transportation Systems Magazine.

[17]  Fawzi Nashashibi,et al.  Real-time dynamic trajectory planning for highly automated driving in highways , 2010, 13th International IEEE Conference on Intelligent Transportation Systems.

[18]  Keiichi Yamada,et al.  Development and evaluation of a scheme for detecting multiple approaching vehicles through acoustic sensing , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[19]  Dominique Gruyer,et al.  A fast Monte Carlo algorithm for collision probability estimation , 2008, 2008 10th International Conference on Control, Automation, Robotics and Vision.

[20]  James Llinas,et al.  Handbook of Multisensor Data Fusion , 2001 .

[21]  Jo Yung Wong,et al.  Theory of ground vehicles , 1978 .

[22]  Xiaodong Wang,et al.  Monocular based lane-change on scaled-down autonomous vehicles , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[23]  Massachusetts. Parole Board. Annual Statistical Report (2008) , 2007 .

[24]  Yong H. Lee,et al.  Automatic Speed Control System for Vehicle Approaching and Driving on a Curve , 2008 .

[25]  Angelos Amditis,et al.  Multiple hypothesis tracking for automated vehicle perception , 2010, 2010 IEEE Intelligent Vehicles Symposium.

[26]  A. Polychronopoulos,et al.  Integrated object and road border tracking using 77 GHz automotive radars , 2004 .

[27]  Se-Young Oh,et al.  Front and rear vehicle detection and tracking in the day and night times using vision and sonar sensor fusion , 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[28]  Saïd Mammar,et al.  Composite Lyapunov based vehicle longitudinal control assistance , 2009, 2009 European Control Conference (ECC).

[29]  Thanh-Son Dao,et al.  Markov-Based Lane Positioning Using Intervehicle Communication , 2007, IEEE Transactions on Intelligent Transportation Systems.

[30]  Torgeir Vaa,et al.  Intelligent transport systems and effects on road traffic accidents: State of the art , 2007 .

[31]  R. Thomas Less is more [intelligent speed adaptation for road vehicles] , 2003 .

[32]  Franklin Farell Roadmap to a Single European Transport Area: Towards a competitive and resource efficient transport system , 2014 .

[33]  Andry Rakotonirainy,et al.  Collision warning dissemination in vehicles strings: An empirical measurement , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[34]  Lorenz Schäfers,et al.  A dynamic approach for ensuring the functional reliability of next-generation driver assistance systems , 2011, 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[35]  Thierry Fraichard,et al.  Navigating dynamic environments using trajectory deformation , 2008, 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[36]  Matthias Althoff,et al.  Comparison of Markov Chain Abstraction and Monte Carlo Simulation for the Safety Assessment of Autonomous Cars , 2011, IEEE Transactions on Intelligent Transportation Systems.

[37]  Ryan Calo,et al.  Legal Aspects of Autonomous Driving , 2010 .

[38]  Rajesh Rajamani,et al.  Vehicle dynamics and control , 2005 .

[39]  Vicente Milanés Montero,et al.  Automated On-Ramp Merging System for Congested Traffic Situations , 2011, IEEE Transactions on Intelligent Transportation Systems.

[40]  Benoit Vanholme,et al.  Towards Highly Automated Driving: Intermediate report on the HAVEit-Joint System , 2010 .

[41]  Anup Doshi,et al.  Lane change intent prediction for driver assistance: On-road design and evaluation , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[42]  Benoit Vanholme,et al.  Fast prototyping of a Highly Autonomous Cooperative Driving System for public roads , 2010, 2010 IEEE Intelligent Vehicles Symposium.

[43]  Robin Schubert,et al.  Evaluating the Utility of Driving: Toward Automated Decision Making Under Uncertainty , 2012, IEEE Transactions on Intelligent Transportation Systems.

[44]  Frédéric Holzmann Adaptive Cooperation between Driver and Assistant System: Improving Road Safety , 2007 .

[45]  Elias B. Kosmatopoulos,et al.  Collision avoidance analysis for lane changing and merging , 1999, IEEE Trans. Veh. Technol..

[46]  Martijn C. Schut,et al.  Evaluating adaptive cruise control strategies in worst-case scenarios , 2011, 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[47]  Manuela M. Veloso,et al.  Real-time randomized path planning for robot navigation , 2002, IEEE/RSJ International Conference on Intelligent Robots and Systems.

[48]  Klaus C. J. Dietmayer,et al.  Situation Assessment of an Autonomous Emergency Brake for Arbitrary Vehicle-to-Vehicle Collision Scenarios , 2009, IEEE Transactions on Intelligent Transportation Systems.

[49]  E. Bertolazzi,et al.  Symbolic–Numeric Indirect Method for Solving Optimal Control Problems for Large Multibody Systems , 2005 .

[50]  Erik Hollnagel A function-centred approach to joint driver-vehicle system design , 2004, 2004 IEEE International Conference on Systems, Man and Cybernetics (IEEE Cat. No.04CH37583).

[51]  Thomas Sattel,et al.  Double-lane change optimization for a stochastic vehicle model subject to collision probability constraints , 2011, 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[52]  Josef Stoer,et al.  Numerische Mathematik 1 , 1989 .

[53]  A. Kirchner,et al.  Integrated obstacle and road tracking using a laser scanner , 2000, Proceedings of the IEEE Intelligent Vehicles Symposium 2000 (Cat. No.00TH8511).

[54]  Sergiu Nedevschi,et al.  CityACC – On the way towards an intelligent autonomous driving , 2008 .

[55]  Anthony Stentz,et al.  Optimal and efficient path planning for partially-known environments , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[56]  Ming Yang,et al.  Conflict-Probability-Estimation-Based Overtaking for Intelligent Vehicles , 2009, IEEE Transactions on Intelligent Transportation Systems.

[57]  Julius Ziegler,et al.  StereoScan: Dense 3d reconstruction in real-time , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[58]  J. Gunnarsson,et al.  Tracking vehicles using radar detections , 2007, 2007 IEEE Intelligent Vehicles Symposium.

[59]  Dirk Haehnel,et al.  Junior: The Stanford entry in the Urban Challenge , 2008 .

[60]  Saïd Mammar,et al.  Driver Steering Assistance for Lane-Departure Avoidance Based on Hybrid Automata and Composite Lyapunov Function , 2010, IEEE Transactions on Intelligent Transportation Systems.

[61]  Pascal Fua,et al.  Real-time vehicle tracking for driving assistance , 2011, Machine Vision and Applications.

[62]  Zvi Shiller,et al.  Emergency Lane-Change Maneuvers of Autonomous Vehicles , 1998 .

[63]  Toshiaki Fujii,et al.  Traffic sign detection in dual-focal active camera system , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[64]  Steven M. LaValle,et al.  Planning algorithms , 2006 .

[65]  T Hodgson,et al.  Intelligent infrastructure futures the scenarios - towards 2055 , 2010 .

[66]  Romuald Aufrère,et al.  Accurate road following and reconstruction by computer vision , 2002, IEEE Trans. Intell. Transp. Syst..

[67]  Takeo Miyasaka,et al.  Ego-motion estimation and moving object tracking using multi-layer LIDAR , 2009, 2009 IEEE Intelligent Vehicles Symposium.

[68]  Angelos Amditis,et al.  Selective Automated Driving as a Pivotal Element to Solve Safety and Environmental Issues in Personal Mobility , 2009 .

[69]  John Dixon,et al.  The Design of Future Things , 2010 .

[70]  John A. Grogg,et al.  Algorithms for Real-Time Estimation of Individual Wheel Tire-Road Friction Coefficients , 2006, IEEE/ASME Transactions on Mechatronics.

[71]  E D Dickmanns,et al.  AUTONOMOUS HIGH SPEED ROAD VEHICLE GUIDANCE BY COMPUTER VISION , 1987 .

[72]  Roland Schweiger,et al.  Camera and imaging radar feature level sensorfusion for night vision pedestrian recognition , 2009, 2009 IEEE Intelligent Vehicles Symposium.

[73]  Reid G. Simmons,et al.  Approaches for heuristically biasing RRT growth , 2003, Proceedings 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2003) (Cat. No.03CH37453).

[74]  Andreas Eidehall,et al.  Multi-target threat assessment for automotive applications , 2011, 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[75]  J. Schwartz,et al.  On the “piano movers'” problem I. The case of a two‐dimensional rigid polygonal body moving amidst polygonal barriers , 1983 .

[76]  Alexander Barth,et al.  Moving vehicle detection by optimal segmentation of the Dynamic Stixel World , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[77]  Nils J. Nilsson,et al.  A Mobile Automaton: An Application of Artificial Intelligence Techniques , 1969, IJCAI.

[78]  Evangeline Pollard,et al.  Lane marking extraction with combination strategy and comparative evaluation on synthetic and camera images , 2011, 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[79]  Thierry Fraichard,et al.  Partial motion planning framework for reactive planning within dynamic environments , 2005, ICINCO.

[80]  Tzila Shamir,et al.  How should an autonomous vehicle overtake a slower moving vehicle: design and analysis of an optimal trajectory , 2004, IEEE Transactions on Automatic Control.

[81]  Torsten Bertram,et al.  Object existence probability fusion using dempster-shafer theory in a high-level sensor data fusion architecture , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[82]  Bohn Stafleu van Loghum,et al.  Online … , 2002, LOG IN.

[83]  Yoram Koren,et al.  The vector field histogram-fast obstacle avoidance for mobile robots , 1991, IEEE Trans. Robotics Autom..

[84]  Uwe Franke,et al.  Efficient representation of traffic scenes by means of dynamic stixels , 2010, 2010 IEEE Intelligent Vehicles Symposium.

[85]  Jean-Claude Latombe,et al.  Robot motion planning , 1970, The Kluwer international series in engineering and computer science.

[86]  Didier Aubert,et al.  Towards rain detection through use of in-vehicle multipurpose cameras , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[87]  E. Bertolazzi,et al.  real-time motion planning for multibody systems , 2007 .

[88]  Wolfram Burgard,et al.  The dynamic window approach to collision avoidance , 1997, IEEE Robotics Autom. Mag..

[89]  W. Bouslimi,et al.  Augmented naive Bayesian network for driver behavior modeling , 2005, IEEE Proceedings. Intelligent Vehicles Symposium, 2005..

[90]  Gerd Wanielik,et al.  Comparison and evaluation of advanced motion models for vehicle tracking , 2008, 2008 11th International Conference on Information Fusion.

[91]  Gianni Conte,et al.  Automatic Vehicle Guidance: the Experience of the ARGO Autonomous Vehicle , 1999 .

[92]  Gerd Wanielik,et al.  Situation Assessment for Automatic Lane-Change Maneuvers , 2010, IEEE Transactions on Intelligent Transportation Systems.

[93]  Zezhi Chen,et al.  Vehicle type categorization: A comparison of classification schemes , 2011, 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[94]  Kip Smith,et al.  Development and evaluation of a performance metric for image-based driver assistance systems , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[95]  Thomas A. Dingus,et al.  An overview of the 100-car naturalistic study and findings , 2005 .

[96]  Sebastian Thrun,et al.  Anytime Dynamic A*: An Anytime, Replanning Algorithm , 2005, ICAPS.

[97]  Yun Luo,et al.  Pedestrian detection in near-infrared night vision system , 2010, 2010 IEEE Intelligent Vehicles Symposium.

[98]  Wolfgang Rosenstiel,et al.  Object-oriented Bayesian networks for detection of lane change maneuvers , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[99]  Paul C. Schutte,et al.  The H-Metaphor as a Guideline for Vehicle Automation and Interaction , 2005 .

[100]  Elias B. Kosmatopoulos,et al.  Strategies and spacing requirements for lane changing and merging in automated highway systems , 2001, IEEE Trans. Veh. Technol..

[101]  E. Richter,et al.  Radar and vision based data fusion - Advanced filtering techniques for a multi object vehicle tracking system , 2008, 2008 IEEE Intelligent Vehicles Symposium.

[102]  Anders Lindgren,et al.  Requirements for the Design of Advanced Driver Assistance Systems - The Differences between Swedish and Chinese Drivers , 2008 .

[103]  S. LaValle Rapidly-exploring random trees : a new tool for path planning , 1998 .

[104]  Benoit Vanholme,et al.  Controller design for trajectory tracking of autonomous passenger vehicles , 2011, 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[105]  Alberto Broggi,et al.  Vehicle and Guard Rail Detection Using Radar and Vision Data Fusion , 2007, IEEE Transactions on Intelligent Transportation Systems.

[106]  Mattias Brännström,et al.  Probabilistic threat assessment and driver modeling in collision avoidance systems , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[107]  G. Wanielik,et al.  Hough transformation based approach for road border detection in infrared images , 2004, IEEE Intelligent Vehicles Symposium, 2004.

[108]  Sebastian Thrun,et al.  Stanley: The robot that won the DARPA Grand Challenge , 2006, J. Field Robotics.

[109]  Christian Laugier,et al.  Probabilistic navigation in dynamic environment using Rapidly-exploring Random Trees and Gaussian processes , 2008, 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[110]  Gerald J.S. Wilde,et al.  The Theory of Risk Homeostasis: Implications for Safety and Health , 1982 .

[111]  Wolfgang Förstner,et al.  Curb reconstruction using Conditional Random Fields , 2010, 2010 IEEE Intelligent Vehicles Symposium.

[112]  Serge Boverie,et al.  The Importance of Driver State Assessment Within Highly Automated Vehicles , 2009 .

[113]  O M J Carsten,et al.  Intelligent speed adaptation: accident savings and cost-benefit analysis. , 2005, Accident; analysis and prevention.

[114]  Sebastien Glaser,et al.  A model driven 3D lane detection system using stereovision , 2008, 2008 10th International Conference on Control, Automation, Robotics and Vision.

[115]  L. Nouveliere,et al.  Backstepping control synthesis for both longitudinal and lateral automated vehicle , 2005, IEEE Proceedings. Intelligent Vehicles Symposium, 2005..

[116]  Reid G. Simmons,et al.  Particle RRT for Path Planning with Uncertainty , 2007, Proceedings 2007 IEEE International Conference on Robotics and Automation.

[117]  Frank Flemisch,et al.  Shared and cooperative movement control of intelligent technical systems: Sketch of the design space of haptic-multimodal coupling between operator, co-automation, base system and environment , 2010, IFAC HMS.

[118]  Jean-Claude Latombe,et al.  Numerical potential field techniques for robot path planning , 1991, Fifth International Conference on Advanced Robotics 'Robots in Unstructured Environments.

[119]  L. Nouveliere,et al.  Speed Limitation Based on an Advanced Curve Warning System , 2007, 2007 IEEE Intelligent Vehicles Symposium.

[120]  Fraedaeric Holzmann Adaptive cooperation between driver and assistant system , 2008 .

[121]  Jonathan P. How,et al.  Real-Time Motion Planning With Applications to Autonomous Urban Driving , 2009, IEEE Transactions on Control Systems Technology.

[122]  Amanda Kate Delaney,et al.  Effectiveness of ABS and Vehicle Stability Control Systems , 2004 .

[123]  Yakov Bar-Shalom,et al.  Multitarget-Multisensor Tracking: Principles and Techniques , 1995 .

[124]  Benoit Vanholme,et al.  Maneuver-Based Trajectory Planning for Highly Autonomous Vehicles on Real Road With Traffic and Driver Interaction , 2010, IEEE Transactions on Intelligent Transportation Systems.

[125]  Alain Lambert,et al.  Safe Path Planning in an Uncertain-Configuration Space using RRT , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[126]  Michel Parent Advanced Urban Transport: Automation Is on the Way , 2007, IEEE Intelligent Systems.

[127]  Wenbing Zhang,et al.  Development and evaluation of a curve rollover warning system for trucks , 2003, IEEE IV2003 Intelligent Vehicles Symposium. Proceedings (Cat. No.03TH8683).

[128]  J N Dang PRELIMINARY RESULTS ANALYZING THE EFFECTIVENESS OF ELECTRONIC STABILITY CONTROL (ESC) SYSTEMS , 2004 .

[129]  Rodrigo Benenson,et al.  Perception for driverless vehicles: design and implementation , 2008 .

[130]  Stefan Lüke,et al.  Design of Human Computer Interfaces for Highly Automated Vehicles in the EU-Project HAVEit , 2011, HCI.

[131]  Lars Petersson,et al.  Statistical Threat Assessment for General Road Scenes Using Monte Carlo Sampling , 2008, IEEE Transactions on Intelligent Transportation Systems.

[132]  Matthias Heesen,et al.  HAVEit Deliverable D33.2: Preliminary concept on optimum task repartition for HAVEit systems , 2009 .

[133]  Masayoshi Tomizuka,et al.  Fast lane changing computations using polynomials , 2003, Proceedings of the 2003 American Control Conference, 2003..

[134]  Nicolas Hautière,et al.  Towards night fog detection through use of in-vehicle multipurpose cameras , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[135]  Christoph Stiller,et al.  Velodyne SLAM , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[136]  A. Polychronopoulos,et al.  Accurate Road Geometry Estimation for a Safe Speed Application , 2006, 2006 IEEE Intelligent Vehicles Symposium.

[137]  Herbert A. Simon,et al.  The Sciences of the Artificial , 1970 .

[138]  Frank Flemisch,et al.  The theater-system technique: agile designing and testing of system behavior and interaction, applied to highly automated vehicles , 2009, AutomotiveUI.

[139]  David Hardisty,et al.  On the Internet , 2000, Biological Psychiatry.

[140]  Thierry Fraichard,et al.  Safe motion planning in dynamic environments , 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[141]  T. Başar,et al.  A New Approach to Linear Filtering and Prediction Problems , 2001 .

[142]  Edsger W. Dijkstra,et al.  A note on two problems in connexion with graphs , 1959, Numerische Mathematik.

[143]  Judea Pearl,et al.  Heuristics : intelligent search strategies for computer problem solving , 1984 .

[144]  Christian Laugier,et al.  Exploiting map information for driver intention estimation at road intersections , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[145]  Pierre Charbonnier,et al.  Road Sign Detection in Images: A Case Study , 2010, 2010 20th International Conference on Pattern Recognition.

[146]  Benoit Vanholme,et al.  Highly automated driving on highways: System implementation on PC and automotive ECUs , 2011, 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[147]  S. Zucker,et al.  Toward Efficient Trajectory Planning: The Path-Velocity Decomposition , 1986 .

[148]  Angelos Amditis,et al.  Highly Automated Vehicles for Intelligent Transport: Have-It Approach , 2008 .

[149]  K Rumar,et al.  The basic driver error: late detection. , 1990, Ergonomics.

[150]  M.T. Raharijaona,et al.  Linear parameter-varying control and H-infinity synthesis dedicated to lateral driving assistance , 2004, IEEE Intelligent Vehicles Symposium, 2004.

[151]  R. Chapuis,et al.  Road detection and vehicles tracking by vision for an on-board ACC system in the VELAC vehicle , 2000, Proceedings of the Third International Conference on Information Fusion.

[152]  Saïd Mammar,et al.  Piecewise affine state feedback controller for lane departure avoidance , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[153]  William Whittaker,et al.  Autonomous driving in urban environments: Boss and the Urban Challenge , 2008, J. Field Robotics.

[154]  Rune Elvik Speed and Road Safety: Synthesis of Evidence from Evaluation Studies , 2005 .

[155]  Lynne M. Coventry,et al.  Human Factors , 2010, Handbook of Financial Cryptography and Security.

[156]  Oussama Khatib,et al.  Real-Time Obstacle Avoidance for Manipulators and Mobile Robots , 1986 .

[157]  Sebastian Thrun,et al.  Towards fully autonomous driving: Systems and algorithms , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[158]  Luca Gatti,et al.  VIAC: An out of ordinary experiment , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[159]  Steven E. Shladover,et al.  Truck automation operational concept alternatives , 2010, IEEE Intelligent Vehicles Symposium.

[160]  Francesco Bullo,et al.  Vehicle Motion Planning with Time-Varying Constraints , 2004 .

[161]  Evangeline Pollard,et al.  Credibilistic IMM likelihood updating applied to outdoor vehicle robust ego-localization , 2011, 14th International Conference on Information Fusion.

[162]  Colin Potts,et al.  Design of Everyday Things , 1988 .

[163]  Jannik Fritsch,et al.  Detection and motion estimation of moving objects based on 3D-warping , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[164]  L. Dubins On Curves of Minimal Length with a Constraint on Average Curvature, and with Prescribed Initial and Terminal Positions and Tangents , 1957 .

[165]  Seungwuk Moon,et al.  Design, tuning, and evaluation of a full-range adaptive cruise control system with collision avoidance , 2009 .

[166]  Jonas Sjöberg,et al.  Model-Based Threat Assessment for Avoiding Arbitrary Vehicle Collisions , 2010, IEEE Transactions on Intelligent Transportation Systems.

[167]  Visvanathan Ramesh,et al.  A system for traffic sign detection, tracking, and recognition using color, shape, and motion information , 2005, IEEE Proceedings. Intelligent Vehicles Symposium, 2005..

[168]  P. Cheng,et al.  RRT-based trajectory design for autonomous automobiles and spacecraft , 2001 .

[169]  Toshiyuki Inagaki Smart collaborations between humans and machines based on mutual understanding , 2007, IFAC HMS.

[170]  Fawzi Nashashibi,et al.  A complete system to determine the speed limit by fusing a GIS and a camera , 2011, 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[171]  Sebastien Glaser,et al.  Advisory speed for Intelligent Speed Adaptation in adverse conditions , 2010, 2010 IEEE Intelligent Vehicles Symposium.

[172]  Oussama Khatib,et al.  Elastic bands: connecting path planning and control , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[173]  D. Gruyer,et al.  A new multi-lanes detection using multi-camera for robust vehicle location , 2005, IEEE Proceedings. Intelligent Vehicles Symposium, 2005..

[174]  Christian Laugier,et al.  Modelling Dynamic Scenes at Unsignalised Road Intersections , 2011 .

[175]  Bing-Fei Wu,et al.  The Heterogeneous Systems Integration Design and Implementation for Lane Keeping on a Vehicle , 2008, IEEE Transactions on Intelligent Transportation Systems.

[176]  Lydie Nouvelière,et al.  Experimental vehicle longitudinal control using a second order sliding mode technique , 2007 .

[177]  Mascha C. van der Voort,et al.  A Review of Lateral Driver Support Systems , 2007, 2007 IEEE Intelligent Transportation Systems Conference.

[178]  Sergiu Nedevschi,et al.  New results in stereovision based lane tracking , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).