Scaling the Dynamic Approach to Path Planning and Control: Competition among Behavioral Constraints

作者: Edward W. Large , Henrik I. Christensen , Ruzena Bajcsy

DOI: 10.1177/027836499901800103

关键词:

摘要: The dynamic-systems approach to robot path planning defines a dynamics of behavior in which task constraints contribute independently nonlinear vector field that governs actions. authors address problems arise scaling this handle complex behavioral requirements. They propose operates the space constraints, determining relative contribution each constraint dynamics. Competition among is able deal with when combining contributions, making it possible specify tasks are more than simple navigation. To demonstrate utility approach, design system two agents perform cooperative navigation task. show how competition enables make decisions regarding execute given situation, resulting execution sequences behaviors satisfy discuss scalability competitive-dynamics autonomous systems.

参考文章(19)
J. T. Shwartz, On the Piano Movers' Problem : III Int. J. Rbotics Research. ,vol. 2, pp. 46- 75 ,(1983)
Jean-Claude Latombe, Robot Motion Planning ,(1990)
Robert A Jacobs, Michael I Jordan, Andrew G Barto, None, Task Decomposition Through Competition in a Modular Connectionist Architecture: The What and Where Vision Tasks Cognitive Science. ,vol. 15, pp. 219- 250 ,(1991) , 10.1207/S15516709COG1502_2
Hartmut Neven, Gregor Schöner, Dynamics parametrically controlled by image correlations organize robot navigation Biological Cybernetics. ,vol. 75, pp. 293- 307 ,(1996) , 10.1007/978-1-4471-3087-1_35
Hanspeter A. Mallot, H. H. Bülthoff, J. J. Little, S. Bohrer, Inverse perspective mapping simplifies optical flow computation and obstacle detection Biological Cybernetics. ,vol. 64, pp. 177- 185 ,(1991) , 10.1007/BF00201978
Jacob T. Schwartz, Micha Sharir, On the “piano movers'” problem I. The case of a two-dimensional rigid polygonal body moving amidst polygonal barriers Communications on Pure and Applied Mathematics. ,vol. 36, pp. 345- 398 ,(1983) , 10.1002/CPA.3160360305
Gregor Schöner, Michael Dose, A dynamical systems approach to task-level system integration used to plan and control autonomous vehicle motion Robotics and Autonomous Systems. ,vol. 10, pp. 253- 267 ,(1992) , 10.1016/0921-8890(92)90004-I
Michael I Jordan, Robert A Jacobs, None, Hierarchical mixtures of experts and the EM algorithm Neural Computation. ,vol. 6, pp. 181- 214 ,(1994) , 10.1162/NECO.1994.6.2.181
Shun-ichi Amari, Dynamics of pattern formation in lateral-inhibition type neural fields Biological Cybernetics. ,vol. 27, pp. 77- 87 ,(1977) , 10.1007/BF00337259
G Schoner, J. Kelso, Dynamic pattern generation in behavioral and neural systems Science. ,vol. 239, pp. 1513- 1520 ,(1988) , 10.1126/SCIENCE.3281253