11.07.2015 Views

Space/time/frequency methods in adaptive radar - New Jersey ...

Space/time/frequency methods in adaptive radar - New Jersey ...

Space/time/frequency methods in adaptive radar - New Jersey ...

SHOW MORE
SHOW LESS

Create successful ePaper yourself

Turn your PDF publications into a flip-book with our unique Google optimized e-Paper software.

94is unacceptable with one term. The DCT and DFT techniques were performed withp = 5. In this case, the DCT's performance is similar to the SMI. The DFT is alsosimilar to the SMI with the exception of several spikes at low SNR as the po<strong>in</strong>t<strong>in</strong>gerror is <strong>in</strong>creased. These are due to the way that the DFT processes the <strong>in</strong>put signal.Additional terms <strong>in</strong> the DFT process<strong>in</strong>g will reduce these effects.Figure 5.10 show the effects of the phase and po<strong>in</strong>t<strong>in</strong>g errors. There are noamplitude errors and the phase errors are modeled as a zero-mean Gaussian randomvariable. The phase errors were evaluated us<strong>in</strong>g 50 Monte Carlo runs. The SMIexhibits a larger degradation <strong>in</strong> the array ga<strong>in</strong> than the eigencanceler <strong>in</strong> the caseof both po<strong>in</strong>t<strong>in</strong>g and phase errors. The eigencanceler exhibits almost no loss ofperformance for phase errors up to 8° while the SMI ga<strong>in</strong> is decreased to 1/2 forphase errors with a standard deviation of 5°. The CSM shows good performancefor phase errors up to 6°. The DCT ga<strong>in</strong> is decreased to 1/2 for phase errors witha standard deviation of 8'. The DFT's performance is similar to that of the SMI.As illustrated before, the eigencanceler's po<strong>in</strong>t<strong>in</strong>g error is less than that of the othertechniques.5.2 Mounta<strong>in</strong>-Top DataThe performance of the various reduced-rank <strong>methods</strong> are compared to oneanother when applied to the Mounta<strong>in</strong>-Top dataset . This data was collectedfrom command<strong>in</strong>g sites (mounta<strong>in</strong> tops) and <strong>radar</strong> motion is emulated us<strong>in</strong>g atechnique developed at L<strong>in</strong>coln Laboratories [58]. The sensor consists of 14 elementsand the data is organized <strong>in</strong> coherent pulse <strong>in</strong>tervals (CPI) of 16 pulses. For thedataset analyzed here, the clutter was located around 245 degrees azimuth andthe target was at 275 degrees and at a Doppler <strong>frequency</strong> of 156 Hz. A synthetictarget was <strong>in</strong>troduced <strong>in</strong> the data at 275 degrees and 156 Hz. Note that the clutterand target have the same Doppler <strong>frequency</strong>, hence separation is possible only <strong>in</strong>

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!