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Transmission Rate Allocation in Multisensor Target Tracking Over a Shared Network
- Source :
- IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics). 39:348-362
- Publication Year :
- 2009
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2009.
-
Abstract
- In a multisensor target tracking application running on a shared network, at what bit rates should the sensors send their measurements to the tracking fusion center? Clearly, the sensors cannot use arbitrary rates in a shared network, and a standard network rate control algorithm may not provide rates amenable to effective target tracking. For Kalman filter-based multisensor target tracking, we derive a utility function that captures the tracking quality of service as a function of the sensor bit rates. We incorporate this utility function into a network rate resource allocation framework, deriving a distributed rate control algorithm for a shared network that is suitable for current best effort packet networks, such as the Internet. In simulation studies, the new rate control algorithm engenders significantly better tracking performance than a standard rate control method, while the ordinary data transfer flows continue to effectively operate while using their standard rate control methods.
- Subjects :
- Computer science
Network packet
Quality of service
Bandwidth (signal processing)
Real-time computing
General Medicine
Kalman filter
Sensor fusion
Computer Science Applications
Human-Computer Interaction
Packet switching
Control and Systems Engineering
Resource allocation
Resource management
Electrical and Electronic Engineering
Software
Information Systems
Data transmission
Subjects
Details
- ISSN :
- 10834419
- Volume :
- 39
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics)
- Accession number :
- edsair.doi.dedup.....ca45b9cb5632fdf52a542b5956c8fdc9
- Full Text :
- https://doi.org/10.1109/tsmcb.2008.2005123