Title :
Hidden Markov estimation of bistatic range from cluttered ultra-wideband impulse responses
Author :
McCracken, Merrick ; Patwari, Neal
Author_Institution :
Univ. of Utah, Salt Lake City, UT, USA
Abstract :
Multistatic radar is used for target detection and tracking in buildings and rooms. Target detection and tracking relies on accurate knowledge of the excess delay of the multipath component which travels from the transmitter, to the target, and then to the receiver. If the environment creates many multipath components, individual ultra-wideband (UWB) impulses overlap. We seek to accurately estimate a target´s excess delay by considering the difference between the channel impulse response (CIR) and a known CIR of the static environment as a hidden Markov model (HMM). Experimental CIRs are used to test the performance of this model, as well as energy detection. The RMSE from applying a HMM was 2.7 ns and 2.8 ns and from applying energy detection was 5.3ns and 5.2 ns for two experimental setups.
Keywords :
building management systems; delays; estimation theory; hidden Markov models; mean square error methods; object detection; radar clutter; radar detection; radar receivers; radar transmitters; target tracking; transient response; ultra wideband radar; CIR; HMM; RMSE; bistatic range hidden Markov estimation; channel impulse response; cluttered ultrawideband impulse response; energy detection; multipath component delay; multistatic radar; radar receiver; radar transmitter; target detection; target excess delay estimation; target tracking; time 2.7 ns; time 2.8 ns; time 5.2 ns; time 5.3 ns; Calibration; Delay; Delay effects; Hidden Markov models; Radar tracking; Radio transmitters; Receivers;
Conference_Titel :
Wireless Sensors and Sensor Networks (WiSNet), 2012 IEEE Topical Conference on
Conference_Location :
Santa Clara, CA
Print_ISBN :
978-1-4577-1237-1
DOI :
10.1109/WiSNet.2012.6172149