A MULTIVALUED LOGIC APPROACH TO INTEGRATING PLANNING AND CONTROL

被引:160
作者
SAFFIOTTI, A [1 ]
KONOLIGE, K [1 ]
RUSPINI, EH [1 ]
机构
[1] SRI INT,CTR ARTIFICIAL INTELLIGENCE,MENLO PK,CA 94025
关键词
D O I
10.1016/0004-3702(94)00088-I
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Intelligent agents embedded in a dynamic, uncertain environment should incorporate capabilities for both planned and reactive behavior. Many current solutions to this dual need focus on one aspect, and treat the other one as secondary. We propose an approach for integrating planning and control based on behavior schemas, which link physical movements to abstract action descriptions. Behavior schemas describe behaviors of an agent, expressed as trajectories of control actions in an environment, and goals can be defined as predicates on these trajectories. Goals and behaviors can be combined to produce conjoint goals and complex controls. The ability of multivalued logics to represent graded preferences allows us to formulate tradeoffs in the combination. Two composition theorems relate complex controls to complex goals, and provide the key to using standard knowledge-based deliberation techniques to generate complex controllers. We report experiments in planning and execution on a mobile robot platform, Flakey.
引用
收藏
页码:481 / 526
页数:46
相关论文
共 49 条
[1]  
Arbib, House, Depth and detours: an essay on visually guided behavior, Tech. Rept. 85-20, (1985)
[2]  
Arkin, Motor schema based navigation for a mobile robot, Proceedings of the IEEE International Conference on Robotics and Automation, (1987)
[3]  
Arkin, Integrating behavioral, perceptual and world knowledge in reactive navigation, Robotics Autonomous Systems, 6, pp. 105-122, (1990)
[4]  
Bellman, Adaptive Control Processes: A Guided Tour, (1961)
[5]  
Bellman, Zadeh, Decision making in a fuzzy environment, Management Science, 17, pp. 141-164, (1970)
[6]  
Brooks, A robust layered control system for a mobile robot, IEEE J. Robotics Automation, 2 RA, 1, (1982)
[7]  
Cohen, Levesque, Persistence, Intention, and Commitment, (1990)
[8]  
Congdon, Huber, Kortenkamp, Konolige, Myers, Ruspini, Saffiotti, Carmel vs. Flakey: A comparison of two winners, AI Mag., 14, 1, pp. 49-57, (1993)
[9]  
Connell, Minimalist Mobile Robotics: A Colony-style Architecture for an Artificial Creature, (1990)
[10]  
Connell, SSS: A hybrid architecture applied to robot navigation, Proceedings of the IEEE Conference on Robotics and Automation, (1992)