Heuristic formation control in multi-robot systems using local communication and limited identification

Michael De Denus*, John Anderson, Jacky Baltes

*此作品的通信作者

研究成果: 書貢獻/報告類型會議論文篇章

2 引文 斯高帕斯(Scopus)

摘要

Groups of individuals often use formations as a means of providing orderly movement while distributing members in a manner that is advantageous to the group's activities. A particular formation may offer a defensive advantage over moving individually, for example, exposing only some of the agents to the proximity of enemies, or might increase group abilities by allowing individuals to limit perceptual focus to one small part of the environment. Formations are used throughout the natural world and in many organized human groups, and are equally valuable to multi-robot systems. Most formation control in multi-robot systems is extremely limited compared to the formations we see in nature: formations are precisely defined, and mechanisms for forming and maintaining formations often require unique labels for individuals and broadcast communication. In this paper, we explore a method for creating heuristic formations - where agents create an overall formation, but forgiveness exists for small variations in form - using only local rules for creating formations and allowing only local communication. Our approach defines relative positions in terms of a probability given the position of one's nearest neighbor, and improves on prior work by assuming that all agents do not begin knowing the unique labels of others in the group. The approach also assumes heterogeneity in sensing, in that agents may not be able to perceive the unique labels of others, and thus may require assistance from those who can. This assumptions make formations robust to the failure of individual agents, and allow previously unknown agents to join an existing formation. An evaluation of this approach is illustrated using Player/Stage, a commonly accepted simulation package for multi-robot systems, for controlled experimentation.

原文英語
主出版物標題RoboCup 2009
主出版物子標題Robot Soccer World Cup XIII
頁面437-448
頁數12
DOIs
出版狀態已發佈 - 2010
對外發佈
事件13th RoboCup International Symposium 2009 - Graz, 奥地利
持續時間: 2009 6月 292009 7月 5

出版系列

名字Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
5949 LNAI
ISSN(列印)0302-9743
ISSN(電子)1611-3349

其他

其他13th RoboCup International Symposium 2009
國家/地區奥地利
城市Graz
期間2009/06/292009/07/05

ASJC Scopus subject areas

  • 理論電腦科學
  • 電腦科學(全部)

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