TY - GEN
T1 - Symmetric coverage of dynamic mapping error for mobile sensor networks
AU - Caicedo-Núñez, Carlos H.
AU - Leonard, Naomi Ehrich
PY - 2011
Y1 - 2011
N2 - We present an approach to control design for a mobile sensor network tasked with sampling a scalar field and providing optimal space-time measurements. The coverage metric is derived from the mapping error in objective analysis (OA), an assimilation scheme that provides a linear statistical estimation of a sampled field. OA mapping error is an example of a consumable density field: the error decreases dynamically at locations where agents move and sample. OA mapping error is also a regenerating density field if the sampled field is time-varying: error increases over time as measurement value decays. The resulting optimal coverage problem presents a challenge to traditional coverage methods. We prove a symmetric dynamic coverage solution that exploits the symmetry of the domain and yields symmetry-preserving coordinated motion of mobile sensors. Our results apply to symmetric sampling regions that are non-convex and non-simply connected.
AB - We present an approach to control design for a mobile sensor network tasked with sampling a scalar field and providing optimal space-time measurements. The coverage metric is derived from the mapping error in objective analysis (OA), an assimilation scheme that provides a linear statistical estimation of a sampled field. OA mapping error is an example of a consumable density field: the error decreases dynamically at locations where agents move and sample. OA mapping error is also a regenerating density field if the sampled field is time-varying: error increases over time as measurement value decays. The resulting optimal coverage problem presents a challenge to traditional coverage methods. We prove a symmetric dynamic coverage solution that exploits the symmetry of the domain and yields symmetry-preserving coordinated motion of mobile sensors. Our results apply to symmetric sampling regions that are non-convex and non-simply connected.
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U2 - 10.1109/acc.2011.5991354
DO - 10.1109/acc.2011.5991354
M3 - Conference contribution
AN - SCOPUS:80053138583
SN - 9781457700804
T3 - Proceedings of the American Control Conference
SP - 4661
EP - 4666
BT - Proceedings of the 2011 American Control Conference, ACC 2011
PB - Institute of Electrical and Electronics Engineers Inc.
ER -