Optimal disease outbreak detection in a community using network observability
@article{Alaeddini2016OptimalDO, title={Optimal disease outbreak detection in a community using network observability}, author={Atiye Alaeddini and Kristi A. Morgansen}, journal={2016 American Control Conference (ACC)}, year={2016}, pages={7352-7357} }
Given a network, we would like to determine which subset of nodes should be measured by limited sensing facilities to maximize information about the entire network. The optimal choice corresponds to the configuration that returns the highest value of a measure of observability of the system. Here, the determinant of the inverse of the observability Gramian is used to evaluate the degree of observability. Additionally, the effects of changes in the topology of the corresponding graph of a… CONTINUE READING
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References
SHOWING 1-10 OF 19 REFERENCES
Optimal vaccine allocation to control epidemic outbreaks in arbitrary networks
- Computer Science, Mathematics
- 52nd IEEE Conference on Decision and Control
- 2013
- 136
- PDF
Optimal Resource Allocation for Network Protection Against Spreading Processes
- Computer Science, Mathematics
- IEEE Transactions on Control of Network Systems
- 2014
- 157
- PDF
Optimal design of observable multi-agent networks: A structural system approach
- Mathematics, Computer Science
- 2014 European Control Conference (ECC)
- 2014
- 11
- PDF
Design of communication networks for distributed computation with privacy guarantees
- Computer Science
- 53rd IEEE Conference on Decision and Control
- 2014
- 31
- PDF
An approach to the selection of optimal sensor locations in distributed parameter systems
- Mathematics
- 2000
- 128
Delay and sampling independence of a consensus algorithm and its application to smart grid privacy
- Computer Science
- 53rd IEEE Conference on Decision and Control
- 2014
- 9
- PDF
Measures of unobservability
- Mathematics, Computer Science
- Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference
- 2009
- 143
- Highly Influential
- PDF
Observability-based Optimization of Coordinated Sampling Trajectories for Recursive Estimation of a Strong, Spatially Varying Flowfield
- Engineering, Computer Science
- J. Intell. Robotic Syst.
- 2013
- 24
Collective Decision-Making in Ideal Networks: The Speed-Accuracy Tradeoff
- Computer Science, Mathematics
- IEEE Transactions on Control of Network Systems
- 2014
- 41
- PDF