Clothoids Composition Method for Smooth Path Generation of Car-Like Vehicle Navigation
This paper addresses a continuous curvature path generation problem for car-like vehicle navigation. The continuous curvature path is generated by multiple clothoids composition and parametric adjustment. According to the geometric conditions of the given initial and final configurations, the path g...
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Published in | Journal of intelligent & robotic systems Vol. 88; no. 1; pp. 129 - 146 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
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Springer Netherlands
01.10.2017
Springer Nature B.V Springer Verlag |
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Abstract | This paper addresses a continuous curvature path generation problem for car-like vehicle navigation. The continuous curvature path is generated by multiple clothoids composition and parametric adjustment. According to the geometric conditions of the given initial and final configurations, the path generation problem is classified into two cases and then, each problem is solved by by appropriate proposed algorithm. The solution is obtained by iterative procedure subject to geometric constraint as well as solution constraints. For computational efficiency and fast convergence in the proposed algorithms, a
minimax sharpness constraint
is proposed as the solution constraint by minimizing the maximum sharpness of the feasible solutions. After the generation of the proposed path, the resultant curvature/sharpness diagram provides a useful information about its orientation and curvature continuity along the travel length. The proposed path planning strategy, permits us to obtain online, smooth and safe path between two defined configurations while ensuring high passengers comfort (continuous curvature and transition between the different composed clothoids). The algorithmic proposals have been applied to generate continuous curvature for two cases. The first correspond to local path planning for ensuring obstacle avoidance or lane change. The second application corresponds to global path smoothing. The resultant global path path is tested on the Lyapunov-based control scheme and showed improved performance on its steering work (reduction of 41.0
%
than the driving based on the raw data), which permits us therefore to validate the effectiveness of the obtained global path for car-like vehicles path following. |
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AbstractList | This paper addresses a continuous curvature path generation problem for car-like vehicle navigation. The continuous curvature path is generated by multiple clothoids composition and parametric adjustment. According to the geometric conditions of the given initial and final configurations, the path generation problem is classified into two cases and then, each problem is solved by by appropriate proposed algorithm. The solution is obtained by iterative procedure subject to geometric constraint as well as solution constraints. For computational efficiency and fast convergence in the proposed algorithms, a minimax sharpness constraint is proposed as the solution constraint by minimizing the maximum sharpness of the feasible solutions. After the generation of the proposed path, the resultant curvature/sharpness diagram provides a useful information about its orientation and curvature continuity along the travel length. The proposed path planning strategy, permits us to obtain online, smooth and safe path between two defined configurations while ensuring high passengers comfort (continuous curvature and transition between the different composed clothoids). The algorithmic proposals have been applied to generate continuous curvature for two cases. The first correspond to local path planning for ensuring obstacle avoidance or lane change. The second application corresponds to global path smoothing. The resultant global path path is tested on the Lyapunov-based control scheme and showed improved performance on its steering work (reduction of 41.0% than the driving based on the raw data), which permits us therefore to validate the effectiveness of the obtained global path for car-like vehicles path following. This paper addresses a continuous curvature path generation problem for car-like vehicle navigation. The continuous curvature path is generated by multiple clothoids composition and parametric adjustment. According to the geometric conditions of the given initial and final configurations, the path generation problem is classified into two cases and then, each problem is solved by by appropriate proposed algorithm. The solution is obtained by iterative procedure subject to geometric constraint as well as solution constraints. For computational efficiency and fast convergence in the proposed algorithms, a minimax sharpness constraint is proposed as the solution constraint by minimizing the maximum sharpness of the feasible solutions. After the generation of the proposed path, the resultant curvature/sharpness diagram provides a useful information about its orientation and curvature continuity along the travel length. The proposed path planning strategy, permits us to obtain online, smooth and safe path between two defined configurations while ensuring high passengers comfort (continuous curvature and transition between the different composed clothoids). The algorithmic proposals have been applied to generate continuous curvature for two cases. The first correspond to local path planning for ensuring obstacle avoidance or lane change. The second application corresponds to global path smoothing. The resultant global path path is tested on the Lyapunov-based control scheme and showed improved performance on its steering work (reduction of 41.0 % than the driving based on the raw data), which permits us therefore to validate the effectiveness of the obtained global path for car-like vehicles path following. |
Author | Lee, Sukhan Adouane, Lounis Gim, Suhyeon Dérutin, Jean-Pierre |
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Cites_doi | 10.1016/j.robot.2016.11.006 10.1134/S2075108713010094 10.1109/IVS.2007.4290165 10.1109/ICVES.2013.6619595 10.1177/027836498600500106 10.1016/j.cag.2005.03.008 10.3182/20100906-3-IT-2019.00045 10.2498/cit.1001171 10.1109/IROS.2009.5354700 10.1007/978-3-319-08338-4_96 10.1016/j.robot.2015.01.008 10.1017/S0263574798000423 10.1109/ITSC.2006.1706786 10.1007/978-3-540-79142-3-14 10.1016/j.robot.2011.11.001 10.2307/2372560 10.1080/01691864.2013.755246 10.1109/ROBOT.2007.363554 10.1016/j.jhydrol.2012.11.017 10.1177/0278364909340445 10.1109/3468.709600 10.2140/pjm.1990.145.367 10.1177/02783649030227008 10.1109/70.954762 10.1109/TRO.2004.833789 10.1007/BFb0036073 10.1109/IVS.2012.6232128 |
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Keywords | Curvature and sharpness diagram Continuous curvature path planning Iterative algorithm Nonholonomic car-like vehicle Minimax sharpness constraint |
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References_xml | – reference: Avanzini, P., Thuilot, B., Martinet, P.: Manual convoying of automated urban vehicles relying on monocular vision. Int. Vehicles Symposium 19–24 (2012) – reference: WaltonDJMeekDSA controlled clothoid splineComput. Graph.20052935336310.1016/j.cag.2005.03.008 – reference: Wang, Y., Cartmell, M.P: Trajectory generation for a four wheel steering tractor-trailer system: a two-step method. Robotica 16(4) – reference: LikhachevMFergusonDPlanning long dynamically feasible maneuvers for autonomous vehiclesInt. J. Robot. Res.200928893394510.1177/0278364909340445 – reference: ValipourMBanilhabibMEBehbahaniSMRComparison of the arma, arima, and the autoregressive artificial neural network models in forecasting the monthly inflow of dez dam reservoirJ. Hydrol.2013476743344110.1016/j.jhydrol.2012.11.017 – reference: ChakravarthyAGhoseDObstacle avoidance in a dynamic environment: A collision cone approachIEEE Trans. Syst. Man Cybern. Syst. Hum.199828556257410.1109/3468.709600 – reference: Labakhua, L., Nunes, U., Rodrigues, R., Leite, F.S.: Smooth trajectory planning for fully automated passengers vehicles: spline and clothoid based methods and its simulation. In: A.C. et al. (ed.) Informatics in Control Automation and Robotics, Volume 15 of Lecture Notes Electrical Engineering, pp. 159–182 (2008). doi:10.1007/978-3-540-79142-3-14 – reference: LamirauxFLaumondJPSmooth motion planning for car-like vehiclesIEEE Trans. Robot. Autom.200117449850110.1109/70.954762 – reference: Parlangeli, G., Indiveri, G.: Dubins inspired 2d smooth paths with bounded curvature and curvature derivative. In: Proceedings of the 7th IFAC Symposium on Intelligent Autonomous Vehicles, pp. 252–257 (2010) – reference: ValipourMComparison of surface irrigation simmulation models: full hydrodynamic, zero inertia, kinematic waveJ. Agric. Sci.20124126874 – reference: KhatibOReal-time obstacle avoidance for manipulators and mobile robotsInt. J. Robot. 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SubjectTerms | Algorithms Artificial Intelligence Automatic Autonomous vehicles Composition Configurations Control Curvature Electrical Engineering Engineering Engineering Sciences Geometric constraints Kinematics Lane changing Mathematical analysis Mechanical Engineering Mechatronics Navigation Obstacle avoidance Passenger comfort Path planning Planning Robotics Robots Sharpness Trajectory planning |
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Title | Clothoids Composition Method for Smooth Path Generation of Car-Like Vehicle Navigation |
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