TY - GEN
T1 - Adaptive robotic communication using coordination costs
AU - Rosenfeld, Avi
AU - Kaminka, Gal A.
AU - Kraus, Sarit
PY - 2006
Y1 - 2006
N2 - Designers of robotic groups are faced with the formidable task of creating effective coordination architectures that can deal with changing environment conditions and hardware failures. Communication between robots is one mechanism that can at times be helpful in such systems, but can also create a time and energy overhead that reduces performance. In dealing with this issue, various communication schemes have been proposed ranging from centralized and localized algorithms, to non-communicative methods. In this paper we argue that using a coordination cost measure can be useful for selecting the appropriate level of communication within such groups. We show that this measure can be used to create adaptive communication methods that switch between various communication schemes. In extensive experiments in the foraging domain, multi-robot teams that used these adaptive methods were able to significantly increase their productivity, compared to teams that used only one type of communication scheme.
AB - Designers of robotic groups are faced with the formidable task of creating effective coordination architectures that can deal with changing environment conditions and hardware failures. Communication between robots is one mechanism that can at times be helpful in such systems, but can also create a time and energy overhead that reduces performance. In dealing with this issue, various communication schemes have been proposed ranging from centralized and localized algorithms, to non-communicative methods. In this paper we argue that using a coordination cost measure can be useful for selecting the appropriate level of communication within such groups. We show that this measure can be used to create adaptive communication methods that switch between various communication schemes. In extensive experiments in the foraging domain, multi-robot teams that used these adaptive methods were able to significantly increase their productivity, compared to teams that used only one type of communication scheme.
UR - http://www.scopus.com/inward/record.url?scp=84878188131&partnerID=8YFLogxK
U2 - 10.1007/4-431-35881-1_17
DO - 10.1007/4-431-35881-1_17
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AN - SCOPUS:84878188131
SN - 4431358781
SN - 9784431358787
T3 - Distributed Autonomous Robotic Systems 7
SP - 165
EP - 175
BT - Distributed Autonomous Robotic Systems 7
PB - Springer Publishing Company
T2 - 8th Symposium on Distributed Autonomous Robotic Systems, DARS 2008
Y2 - 12 July 2006 through 14 July 2006
ER -