TY - GEN
T1 - Range-based radar model structure selection
AU - Jansson, Andreas
AU - Elvander, Filip
AU - Almers, Peter
AU - Jakobsson, Andreas
PY - 2021
Y1 - 2021
N2 - In this work, we study under which circumstances it is appropriate to use simplified models for range determination using radar. Typically, pulsed radar systems result in the backscattered, demodulated, and matched signal having a chirp signal structure, with the frequency rate being related to the range to the reflecting target and the relative velocity of the transmitter and reflector. Far from the target, and at low relative velocities, one may achieve preferable location estimates by neglecting the frequency rate, treating the received signal as being purely sinusoidal, whereas at close range, neglecting the frequency rate notably reduces the achievable performance. Using misspecified estimation theory, we derive a lower bound of the achievable performance when neglecting the true signal structure, and show at which ranges one model is preferable to the other. Numerical results from a mm-wave radar system illustrate the results.
AB - In this work, we study under which circumstances it is appropriate to use simplified models for range determination using radar. Typically, pulsed radar systems result in the backscattered, demodulated, and matched signal having a chirp signal structure, with the frequency rate being related to the range to the reflecting target and the relative velocity of the transmitter and reflector. Far from the target, and at low relative velocities, one may achieve preferable location estimates by neglecting the frequency rate, treating the received signal as being purely sinusoidal, whereas at close range, neglecting the frequency rate notably reduces the achievable performance. Using misspecified estimation theory, we derive a lower bound of the achievable performance when neglecting the true signal structure, and show at which ranges one model is preferable to the other. Numerical results from a mm-wave radar system illustrate the results.
KW - Misspecified Cramér-Rao lower bound
KW - Radar systems
KW - Range estimation
U2 - 10.23919/Eusipco47968.2020.9287631
DO - 10.23919/Eusipco47968.2020.9287631
M3 - Paper in conference proceeding
AN - SCOPUS:85099284791
T3 - European Signal Processing Conference
SP - 2269
EP - 2273
BT - 28th European Signal Processing Conference, EUSIPCO 2020 - Proceedings
PB - IEEE - Institute of Electrical and Electronics Engineers Inc.
T2 - 28th European Signal Processing Conference, EUSIPCO 2020
Y2 - 24 August 2020 through 28 August 2020
ER -