TY - GEN
T1 - Levy distributed search behaviors for mobile target locating and tracking
AU - Lenagh, William
AU - Dasgupta, Prithviraj
PY - 2010
Y1 - 2010
N2 - We consider the problem, of tracking visually identifiable mobile targets using a distributed system of mobile robots. We propose a behavior-based approach where mobile robots with limited sensory range use a search pattern obsewed in nature - the Levy distributed search, to locate a mobile target. The Levy search pattern is inspired by the foraging pattern exhibited by social insects such as honeybees, albatrosses, etc. We consider two Levy-distributed search patterns - a Levy timed search and a Levy looped search, and determine their performance in locating and tracking mobile as well as stationary targets. Our results show that for locating stationary targets, the Levy length for a search leg is strongly correlated with the distance of the target from the location where the search starts. For locating and tracking mobile targets, we find that the search performance improves as the p.d.f. of the Levy distribution is made flatter. The Levy looped search also performs better than the Levy timed search in tracking mobile targets because its looping property helps in relocating targets that have been observed previously.
AB - We consider the problem, of tracking visually identifiable mobile targets using a distributed system of mobile robots. We propose a behavior-based approach where mobile robots with limited sensory range use a search pattern obsewed in nature - the Levy distributed search, to locate a mobile target. The Levy search pattern is inspired by the foraging pattern exhibited by social insects such as honeybees, albatrosses, etc. We consider two Levy-distributed search patterns - a Levy timed search and a Levy looped search, and determine their performance in locating and tracking mobile as well as stationary targets. Our results show that for locating stationary targets, the Levy length for a search leg is strongly correlated with the distance of the target from the location where the search starts. For locating and tracking mobile targets, we find that the search performance improves as the p.d.f. of the Levy distribution is made flatter. The Levy looped search also performs better than the Levy timed search in tracking mobile targets because its looping property helps in relocating targets that have been observed previously.
KW - Autonomous robots
KW - Levy flight
KW - Mobile target tracking
UR - http://www.scopus.com/inward/record.url?scp=84865310426&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84865310426&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84865310426
SN - 9781617386497
T3 - 19th Annual Conference on Behavior Representation in Modeling and Simulation 2010, BRiMS 2010
SP - 292
EP - 298
BT - 19th Annual Conference on Behavior Representation in Modeling and Simulation 2010, BRiMS 2010
T2 - 19th Annual Conference on Behavior Representation in Modeling and Simulation 2010, BRiMS 2010
Y2 - 22 March 2010 through 25 March 2010
ER -