Title :
Adaptive OFDM Radar Waveform Design for Improved Micro-Doppler Estimation
Author_Institution :
Center for Eng. Sci. Adv. Res., Oak Ridge Nat. Lab., Oak Ridge, TN, USA
Abstract :
We analyze the performance of a wideband orthogonal frequency division multiplexing (OFDM) signal in estimating the micro-Doppler frequency of a rotating target having multiple scattering centers. The use of a frequency-diverse OFDM signal enables us to independently analyze the micro-Doppler characteristics with respect to a set of orthogonal subcarrier frequencies. We characterize the accuracy of micro-Doppler frequency estimation by computing the Cramér-Rao bound (CRB) on the angular-velocity estimate of the target. Additionally, to improve the accuracy of the estimation procedure, we formulate and solve an optimization problem by minimizing the CRB on the angular-velocity estimate with respect to the OFDM spectral coefficients. We present several numerical examples to demonstrate the CRB variations with respect to the signal-to-noise ratios, number of temporal samples, and number of OFDM subcarriers. The improvement in estimation accuracy due to the adaptive waveform design is also analyzed numerically. A grid-based maximum likelihood estimation technique is applied to evaluate the corresponding mean-squared error performance.
Keywords :
Doppler shift; OFDM modulation; adaptive radar; frequency estimation; optimisation; radar signal processing; CRB; Cramér-Rao bound; OFDM spectral coefficients; adaptive OFDM radar waveform design; angular-velocity estimate; frequency-diverse OFDM signal; grid-based maximum likelihood estimation technique; mean-squared error performance; microDoppler frequency estimation; multiple scattering centers; optimization problem; orthogonal subcarrier frequency; rotating target; signal-to-noise ratio; temporal sample number; wideband orthogonal frequency division multiplexing signal; Maximum likelihood estimation; OFDM; Radar; Scattering; Signal to noise ratio; Vectors; Cram??r??Rao bound; OFDM radar; maximum likelihood estimate; micro-Doppler frequency; waveform design;
Journal_Title :
Sensors Journal, IEEE
DOI :
10.1109/JSEN.2014.2328325