Cooperation without deliberation: A minimal behavior-based approach to multi-robot teams

被引:79
作者
Werger, BB [1 ]
机构
[1] Univ So Calif, Ullanta Performance Robot & Interact lab, Dept Comp Sci, Los Angeles, CA 90089 USA
关键词
multi-robot teams; scalability of behavior-based systems; reactive control; hybrid systems; mobile robot cooperation; minimalist robotics;
D O I
10.1016/S0004-3702(99)00023-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 [模式识别与智能系统]; 0812 [计算机科学与技术]; 0835 [软件工程]; 1405 [智能科学与技术];
摘要
While terminology and some concepts of behavior-based robotics have become widespread, the central ideas are often lost as researchers try to scale behavior to higher levels of complexity. "Hybrid systems" with model-based strategies that plan in terms of behaviors rather than simple actions have become common for higher-level behavior. We claim that a strict behavior-based approach can scale to higher levels of complexity than many robotics researchers assume, and that the resulting systems are in many cases more efficient and robust than those that rely on "classical AI" deliberative approaches. Our focus is on systems of cooperative autonomous robots in dynamic environments. We will discuss both claims that deliberation and explicit communication are necessary to cooperation and systems that cooperate only through environmental interaction. In this context we introduce three design principles for complex cooperative behavior-minimalism, statelessness and tolerance-and present a RoboCup soccer system that matches the sophistication of many deliberative soccer systems while exceeding their robustness, through the use of strict behavior-based techniques with no explicit communication. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:293 / 320
页数:28
相关论文
共 54 条
[1]
ARKIN R, 1998, AI MAG, V19, P3
[2]
ARKIN R, IN PRESS AI BASED MO
[3]
ARKIN R, 1992, P 2 INT C SIM AD BEH
[4]
ASADA M, 1998, ROB 97 1 REOB WORLD
[5]
ASADA M, 1998, APPL ARTIFICIAL INTE, V12
[6]
BALCH T, 1997, P 10 INT FLAIRS C
[7]
BALCH T, 1997, UNPUB BEHAV BASED FO
[8]
BALCH T, 1995, P 1995 INT C MULT SY
[9]
BECKERS R, 1994, P 4 INT WORKSH SYNTH
[10]
BOWLING M, 1996, P INT C INT ROB SYST