Symbolic feedback control for navigation

被引:10
作者
Andersson, Sean B. [1 ]
Hristu, Dimitrios
机构
[1] Boston Univ, Dept Aerosp & Mech Engn, Boston, MA 02215 USA
[2] Univ Macedonia, Dept Appl Informat, Thessaloniki 54006, Greece
关键词
Markov processes; mobile robot motion-planning; motion description languages; symbolic control;
D O I
10.1109/TAC.2006.876956
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We discuss the generation of symbolic feedback control sequences for navigating a sparsely-described and uncertain environment, together with the problem of sensing landmarks sufficiently well to make feedback meaningful. We explore the use of a symbolic control approach for mitigating the lack of a detailed map of the environment and for reducing the complexity associated with finding control laws which steer a control system between distant locations. Under our language-based approach, control inputs take the form of symbolic strings. The decision process that generates those strings is guided by estimates of the vehicle's location within a set of important landmarks and by the statistical effectiveness of each string. This arrangement, and in particular the symbolic nature of the control set, allows us to formulate and solve a class of optimal navigation problems which would be exceedingly difficult to handle if approached at the level of sensors and actuators. Our approach is illustrated in a series of numerical indoor navigation experiments.
引用
收藏
页码:926 / 937
页数:12
相关论文
共 46 条
[31]   Natural landmark-based autonomous vehicle navigation [J].
Madhavan, R ;
Durrant-Whyte, HF .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2004, 46 (02) :79-95
[32]  
Manikonda V, 1999, MATHEMATICAL CONTROL THEORY, P199
[33]  
MARTIN M, 1996, CMURITR9606 CARN MEL
[34]   A framework for steering dynamic robotic locomotion systems [J].
McIsaac, KA ;
Ostrowski, JP .
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2003, 22 (02) :83-97
[35]  
Pappas GJ, 2000, IEEE DECIS CONTR P, P4379, DOI 10.1109/CDC.2001.914594
[36]   Hierarchically consistent control systems [J].
Pappas, GJ ;
Lafferriere, G ;
Sastry, S .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2000, 45 (06) :1144-1160
[37]  
Puterman ML., 1994, Wiley Series in Probability and Statistics, DOI 10.1002/9780470316887
[38]  
ROUCHON P, 1993, PROCEEDINGS OF THE 32ND IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, P2700, DOI 10.1109/CDC.1993.325686
[39]   Integrating exploration, localization, navigation and planning with a common representation [J].
Schultz, AC ;
Adams, W ;
Yamauchi, B .
AUTONOMOUS ROBOTS, 1999, 6 (03) :293-308
[40]  
SIMMONS R, 1995, P INT JOINT C ART IN, P1080