1. Transmission Rate Allocation in Multisensor Target Tracking Over a Shared Network
- Author
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Kamal Premaratne, Xingzhe Fan, M.C. Ranasingha, and Manohar N. Murthi
- 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 - 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.
- Published
- 2009
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