Analytical modeling and multi-objective optimization (MOO) of slippage for wheeled mobile robot (WMR) in rough terrain
O. A. Ani , He Xu , Kai Xue , Shao-gang Liu , Zhen-yu Zhang
Journal of Central South University ›› 2012, Vol. 19 ›› Issue (9) : 2458 -2467.
Analytical modeling and multi-objective optimization (MOO) of slippage for wheeled mobile robot (WMR) in rough terrain
Good understanding of relationship between parameters of vehicle, terrain and interaction at the interface is required to develop effective navigation and motion control algorithms for autonomous wheeled mobile robots (AWMR) in rough terrain. A model and analysis of relationship among wheel slippage (S), rotation angle (θ), sinkage (z) and wheel radius (r) are presented. It is found that wheel rotation angle, sinkage and radius have some influence on wheel slippage. A multi-objective optimization problem with slippage as utility function was formulated and solved in MATLAB. The results reveal the optimal values of wheel-terrain parameters required to achieve optimum slippage on dry sandy terrain. A method of slippage estimation for a five-wheeled mobile robot was presented through comparing the odometric measurements of the powered wheels with those of the fifth non-powered wheel. The experimental result shows that this method is feasible and can be used for online slippage estimation in a sandy terrain.
autonomous wheeled mobile robot / terramechanics / traction / motion control / soil shear failure / drawbar pull
| [1] |
FUKE Y, KROTKOV E. Dead reckoning for a lunar rover on uneven terrain [C]// Proceedings of IEEE International Conference on Robotics and Automation. Minneapolis, Minnesota, 1996: 411–416. |
| [2] |
ASAE-American Society of Agricultural Engineers. Uniform terminology for traction of agricultural tractors, self-propelled implements, and other traction and transport devices [M]. Agricultural Engineers Yearbook of Standards, 1983: 190–192. |
| [3] |
ANI O A, XU H, ZHAO G. Analysis and modelling of slip for a five-wheeled mobile robot (WMR) in an uneven terrain [C]// Proceedings of International Conference on Mechatronics and Automation (ICMA). Beijing, China, 2011: 154–159. |
| [4] |
YOSHIDA K, HAMANO H. Motion dynamics and control of a planetary rover with slip-based traction model [C]// Unmanned Ground Vehicle Technology IV. 2002: 275–286. |
| [5] |
|
| [6] |
|
| [7] |
|
| [8] |
|
| [9] |
XU H, TAN D, ZHANG Z, XUE K, JIN B. A reconfigurable mobile robot with 5th wheel [C]// Proceedings of the IEEE International Conference on Mechatronics and Automation. Changchun, China, 2009: 211–216. |
| [10] |
|
| [11] |
SCHENKER P, HUNTSBERGER T, PIRJANIAN P. Rovers for intelligent, agile traverse of challenging terrain [C]// International Conference on Advanced Robotics. Coimbra, Portugal: NASA Jet Propulsion Laboratory, 2003: 203–208. |
| [12] |
SAITOH K, MACHIDA T, KIYOKAWA K, TAKEMURA H. A 2D-3D integrated interface for mobile robot control using omnidirectional images and 3D geometric models. [C]// IEEE and ACM International Symposium on Mixed and Augmented Reality (ISMAR). Montreal, Canada: i-SAIRAS, 2007: 173–176. |
| [13] |
IAGNEMMA K, SHIBLY H, RZEPNIEWSKI A, DUBOWSKY S. Planning and control algorithms for enhanced rough-terrain rover mobility [C]// Proceedings of the Sixth International Symposium on Artificial Intelligence, Robotics and Automation in Space. i-SAIRAS. 2001. |
| [14] |
|
| [15] |
THRUN S, BUECKEN A. Integrating grid-based and topological maps for mobile robot navigation [C]// Proceedings of 13th National Conference on Artificial Intelligence. Oregon, Poland, 1996: 944–950. |
| [16] |
|
| [17] |
BEKKER M G. Off-the-road locomotion [EM/OL]. University of Michigan Press, www.amazon.com > Books > Reference. 1960. |
| [18] |
REINA G. Methods for wheel slip and sinkage estimation in mobile robots [M]. Robot Localization and Map Building, 2006: 561–578. |
| [19] |
YOSHIDA K. Slip, traction control, and navigation of a lunar rover [C]// Proceeding of the 7th International Symposium on Artificial Intelligence, Robotics and Automation in Space. Nara, Japan, 2003: 1–7. |
| [20] |
IAGNEMMA K, GOLDA D, DUBOWSKY S. Experimental study of high-speed rough-terrain mobile robot models for reactive behaviours [C]// Proceedings of the 8th International Symposium on Experimental Robotics. Sant’ Angelo d’Ischia, Italy, 2002: 628–637. |
| [21] |
|
| [22] |
JANOSI Z, HANAMOTO B. The analytical determination of drawbar pull as a function of slip for tracked vehicles in deformable soils [C]// Proceedings of the 1st International Conference on Terrain-Vehicle Systems. Torino, 1961: 707–726. |
| [23] |
|
| [24] |
|
| [25] |
|
| [26] |
|
| [27] |
|
| [28] |
CHI-KEONG G, KAY C T. Evolutionary multi-objective optimization in uncertain environments [M]. KACPRZYK J, Ed. Springer, 2009: 1–39. |
| [29] |
|
| [30] |
ZHANG Z. Kinematics and Estimation study on a rough terrain mobile robot [D]. Harbin Engineering University, 2011. (in Chinese) |
| [31] |
|
| [32] |
|
/
| 〈 |
|
〉 |