计算机科学
任务(项目管理)
分类学(生物学)
机器人
光学(聚焦)
人工智能
领域(数学分析)
管理科学
人机交互
理论计算机科学
系统工程
数学
工程类
数学分析
植物
物理
光学
生物
作者
Brian Gerkey,Maja J. Matarić
标识
DOI:10.1177/0278364904045564
摘要
Despite more than a decade of experimental work in multi-robot systems, important theoretical aspects of multi-robot coordination mechanisms have, to date, been largely untreated. To address this issue, we focus on the problem of multi-robot task allocation (MRTA). Most work on MRTA has been ad hoc and empirical, with many coordination architectures having been proposed and validated in a proof-of-concept fashion, but infrequently analyzed. With the goal of bringing objective grounding to this important area of research, we present a formal study of MRTA problems. A domain-independent taxonomy of MRTA problems is given, and it is shown how many such problems can be viewed as instances of other, well-studied, optimization problems. We demonstrate how relevant theory from operations research and combinatorial optimization can be used for analysis and greater understanding of existing approaches to task allocation, and to show how the same theory can be used in the synthesis of new approaches.
科研通智能强力驱动
Strongly Powered by AbleSci AI