Range Accuracy Analysis for FMCW Systems with Source Nonlinearity

In this paper, we provide theoretical analysis on range estimation in frequency modulated continuous wave (FMCW) systems when the source nonlinearity is present. Existing literature on the effect of source nonlinearity on the range estimation is either based on a heuristic approach or limited to specific algorithms. To provide a unified analysis, we introduce the framework of misspecified Cramér-Rao bound (MCRB) and derive analytical lower bounds on the range estimation. Our analysis reveals that the range estimation accuracy is a function of the nonlinearity function, system parameters (e.g., bandwidth, sampling frequency) and noise variance. It is also noted that our result converges to the conventional accuracy analysis for range estimation when the nonlinearity becomes negligible. Finally, numerical results are provided to verify the analytical bounds.

[1]  M. Ash,et al.  Determination of Sweep Linearity Requirements in FMCW Radar Systems Based on Simple Voltage-Controlled Oscillator Sources , 2011, IEEE Transactions on Aerospace and Electronic Systems.

[2]  Cornel Ioana,et al.  FMCW transceiver wideband sweep nonlinearity software correction , 2013, 2013 IEEE Radar Conference (RadarCon13).

[3]  Toshiaki Koike-Akino,et al.  Misspecified CRB on Parameter Estimation for a Coupled Mixture of Polynomial Phase and Sinusoidal FM Signals , 2019, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[4]  Juergen Hasch,et al.  FMCW ramp non-linearity effects and measurement technique for cooperative radar , 2015, 2015 European Microwave Conference (EuMC).

[5]  K. D. Ward,et al.  Simple techniques to correct for VCO nonlinearities in short range FMCW radars , 1996, 1996 IEEE MTT-S International Microwave Symposium Digest.

[6]  K. Mai,et al.  Linearity study of DDS-based W-band FMCW sensor , 2009, 2009 IEEE MTT-S International Microwave Symposium Digest.

[7]  M. Vossiek,et al.  Novel FMCW radar system concept with adaptive compensation of phase errors , 1996, 1996 26th European Microwave Conference.

[8]  Fulvio Gini,et al.  Performance Bounds for Parameter Estimation under Misspecified Models: Fundamental Findings and Applications , 2017, IEEE Signal Processing Magazine.

[9]  Leo P. Ligthart,et al.  Range Non-linearities Correction in FMCW SAR , 2006, 2006 IEEE International Symposium on Geoscience and Remote Sensing.

[10]  Cornel Ioana,et al.  Short-Range Wideband FMCW Radar for Millimetric Displacement Measurements , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[11]  S. O. Piper Homodyne FMCW radar range resolution effects with sinusoidal nonlinearities in the frequency sweep , 1995, Proceedings International Radar Conference.

[12]  Duncan A. Robertson,et al.  Range autofocus for linearly frequency-modulated continuous wave radar , 2011 .

[13]  A. Stelzer,et al.  Effects of Systematic FMCW Radar Sweep Nonlinearity on Bias and Variance of Target Range Estimation , 2006, 2006 IEEE MTT-S International Microwave Symposium Digest.

[14]  M. C. Budge,et al.  Range correlation effects in radars , 1993, The Record of the 1993 IEEE National Radar Conference.

[15]  Fulvio Gini,et al.  The Misspecified Cramer-Rao Bound and Its Application to Scatter Matrix Estimation in Complex Elliptically Symmetric Distributions , 2016, IEEE Transactions on Signal Processing.

[16]  Leo P. Ligthart,et al.  Signal Processing for FMCW SAR , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[17]  Kieran Parsons,et al.  Nonlinearity correction for range estimation in FMCW millimeter-wave automotive radar , 2018, 2018 IEEE MTT-S International Wireless Symposium (IWS).

[18]  S. Llorente,et al.  Digital on-line compensation of errors induced by linear distortion in broadband LFM radars , 2003 .

[19]  Fulvio Gini,et al.  The Constrained Misspecified Cramér–Rao Bound , 2016, IEEE Signal Processing Letters.

[20]  Thomas Zwick,et al.  Impact of Frequency Ramp Nonlinearity, Phase Noise, and SNR on FMCW Radar Accuracy , 2016, IEEE Transactions on Microwave Theory and Techniques.

[21]  Cornel Ioana,et al.  Short-range FMCW X-band radar platform for millimetric displacements measurement , 2013, 2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS.

[22]  Christ D. Richmond,et al.  Parameter Bounds on Estimation Accuracy Under Model Misspecification , 2015, IEEE Transactions on Signal Processing.