Lateral control of autonomous vehicles based on fuzzy logic

Autonomous vehicles have attracted considerable attention in the research community and industry due to their potential benefits to unmanned driving and assisted driving. This paper addresses the problem of designing lateral control law and the strategy of determining the giving speed for autonomous vehicles. An improved method of calculating lateral offset and angle error based on multiple look-ahead distances is proposed to reduce the impact of noise in reference path data on the lateral control system. Multiple fuzzy inference engines are used to design the steering controller and determine the given driving speed including forward and backward to deal with both simple and complex reference paths. Satisfactory simulation and experimental results have been obtained for different reference paths including a path with U-turn task in which backward driving is needed.

[1]  Tzuu-Hseng S. Li,et al.  Autonomous fuzzy parking control of a car-like mobile robot , 2003, IEEE Trans. Syst. Man Cybern. Part A.

[2]  Ahmad B. Rad,et al.  A novel fused neural network controller for lateral control of autonomous vehicles , 2012, Appl. Soft Comput..

[3]  Carlos Canudas-de-Wit,et al.  Nonlinear control for a convoy-like vehicle , 2000, Autom..

[4]  Antonio Bicchi,et al.  Closed loop steering of unicycle like vehicles via Lyapunov techniques , 1995, IEEE Robotics Autom. Mag..

[5]  Rajesh Rajamani,et al.  Lateral control of a backward driven front-steering vehicle , 2003 .

[6]  Vicente Milanés Montero,et al.  Automatic lateral control for unmanned vehicles via genetic algorithms , 2011, Appl. Soft Comput..

[7]  Robert E. Fenton,et al.  On the steering of automated vehicles: Theory and experiment , 1976 .

[8]  Jie Chen,et al.  Robust anti-sliding control of autonomous vehicles in presence of lateral disturbances , 2011 .

[9]  Toshiyuki Murakami,et al.  Nonholonomic Equivalent Disturbance Based Backward Motion Control of Tractor-Trailer With Virtual Steering , 2008, IEEE Transactions on Industrial Electronics.

[10]  Toshiyuki Murakami,et al.  A Stability Control by Active Angle Control of Front-Wheel in a Vehicle System , 2008, IEEE Transactions on Industrial Electronics.

[11]  Miguel Ángel Sotelo Lateral control strategy for autonomous steering of Ackerman-like vehicles , 2003, Robotics Auton. Syst..

[12]  Faizan Ur Rehman,et al.  Steering control algorithm for a class of wheeled mobile robots , 2007 .

[13]  Selim Solmaz,et al.  Simultaneous estimation of road friction and sideslip angle based on switched multiple non-linear observers , 2012 .

[14]  Eiji Nakano,et al.  Mechanism, Control and Design Methodology of the Nonholonomic Quasi-Omnidirectional Vehicle “ODV9” , 2002, Int. J. Robotics Res..

[15]  João P. Hespanha,et al.  Trajectory-Tracking and Path-Following of Underactuated Autonomous Vehicles With Parametric Modeling Uncertainty , 2007, IEEE Transactions on Automatic Control.

[16]  Masayoshi Tomizuka,et al.  Fuzzy logic control for lateral vehicle guidance , 1994 .

[17]  RuanJiuhong,et al.  Intelligent vehicle lateral controller design based on genetic algorithm and T-S fuzzy-neural network , 2005 .

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

[19]  Li Yibin,et al.  Intelligent vehicle lateral controller design based on genetic algorithm and T-S fuzzy-neural network , 2005 .

[20]  P. Packan,et al.  Pushing the Limits , 1999, Science.

[21]  Kirstin L. R. Talvala,et al.  Pushing the limits: From lanekeeping to autonomous racing , 2011, Annu. Rev. Control..

[22]  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.

[23]  Nanning Zheng,et al.  An Expert Fuzzy Controller for Vehicle Lateral Control , 2007, IECON 2007 - 33rd Annual Conference of the IEEE Industrial Electronics Society.

[24]  Fazel Naghdy,et al.  Velocity-dependent robust control for improving vehicle lateral dynamics , 2011 .

[25]  Wang Wen-fei Core algorithm research in automatic parking system , 2012 .

[26]  Hongbo Wang Dynamics of Quadruped Walking Robot with Parallel Leg Mechanism , 2012 .

[27]  Guo Lie Study on Lateral Fuzzy Control of Unmanned Vehicles Via Genetic Algorithms , 2012 .

[28]  Jitendra Malik,et al.  A Comparative Study of Vision-Based Lateral Control Strategies for Autonomous Highway Driving , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[29]  Vicente Milanés Montero,et al.  Cascade Architecture for Lateral Control in Autonomous Vehicles , 2011, IEEE Transactions on Intelligent Transportation Systems.

[30]  Yong-Nong Chang,et al.  A Robust Fuzzy Neural Control Approach for Vehicle Lateral Dynamics , 2012 .

[31]  HE Tseng,et al.  Evasive manoeuvres with a steering robot , 2005 .

[32]  Rolf Isermann,et al.  Nonlinear path following control of non-holonomic vehicles with the human as actuator in a parking application , 2004 .