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Robust Adaptive Nulling in Matched Field Processing. J.S. Kim, W.A. Kuperman, H.C. Song, and W.S. Hodgkiss Marine Physical Lab Scripps Institution of Oceanography University of California, San Diego. Outline. • Motivation • Null-broadening in plane wave beamforming
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Robust Adaptive Nullingin Matched Field Processing J.S. Kim, W.A. Kuperman, H.C. Song, and W.S. Hodgkiss Marine Physical Lab Scripps Institution of Oceanography University of California, San Diego
Outline • Motivation • Null-broadening in plane wave beamforming • Null-broadening in matched field processing • Demonstration of null-broadening in ocean data • Application to null-broadening in adaptively weighted time-reversal mirror • Summary
Array signal processing in passive array: null-broadening might provide robust nulling of fast moving interferers in matched field processing with mismatch in array element location and environment Transmission: null-broadening technique provides the control of transmitting beam pattern Motivation
Null-broadening in Plane Wave Beamforming • Null-broadening in plane wave beamforming by Augmentation of Covariance Matrix : Mailloux [Electron. Lett., vol. 31, no. 10, pp.771-772, 1995] • Null-broadening in plane wave beamforming by integration of covariance matrix over finite frequency band : Zatman [Electron. Lett., vol. 31, no. 25, pp.2141-2142, 1995]
How Does It Work ? I am the interferer. • Augmentation of convariance matrix : Mailloux • Frequency synthesis : Zatman • Weight vector I am the interferer.
Null-broadening in Plane Wave Beamforming dB dB Normalized Wave Number Normalized Wave Number • Simulation with ideal cross-spectral density matrix (CSDM) • Target at u=-0.2, and two interferers at u=0.2 and u=0.4 • Broken line : Bartlett, thick solid line : MV-based WNC • Left panel : without null-broadening, right panel : with null-broadening with integrated CSDM over frequency
Null-broadening in Plane Wave Beamforming • Simulation with white noise and isotropic noise • 256 Monte-Carlo simulation • Interferer’s level is 30dB higher than target
Null-broadening in Matched Field Processing • In plane wave beamforming, the tapering function is explicitly derived as a multiplier to CSDM • No explicit null-broadening formulation has been found in matched field processing to date • Fortunately the invariant property of the waveguide can apply the method of augmentation to the CSDM in the vicinity of the true interferer • This is seemingly similar to the method of Zatman that is based on integrating the CSDM over frequency
Theory on Waveguide Invariants • The theory of waveguide invariance shows that a shift in range can be defined as: • where a Pekeris waveguide has a
Pekeris Waveguide z = 0 m C=1500 m/sec z=213m C=1600 m/sec
Null-Broadening in Pekeris Waveguide Broken Line: Bartlett Solid Line: W/out Null-Broadening Thick Solid Line: W/ Null-Broadening • Ideal CSDM, target at r = 5000 m, interferer at r = 3300 m.
Theory on Waveguide Invariants : SWellEx-96 • The theory of waveguide invariance shows that a shift in range can be defined as: • From the figure,
Null-Broadening Simulation in SWellEx-96 Environment Broken Line: Bartlett Solid Line: W/out Null-Broadening Thick Solid Line: W/ Null-Broadening • Ideal CSDM, target at r = 5040 m, interferer at r = 3300 m.
Requirements on the Data • In order to apply the technique of null-broadening the signal must be broadband • Event S59 recorded a random radiator passing near the FLIP with closest point of 3 Km • The random radiator has a detectable acoustic radiation between 50-75 Hz
Constructing Display of Ambiguity Surface and Beam Pattern Depth Range Focused at target depth Time Depth Range Range
Ambiguity Surface : Bartlett and WNC • Broadband simulation of second interferer using real data • Ten frequency components between 53 Hz - 74 Hz are incoherently averaraged
Beam Patterns : WNC • For null-broadening, 15 frequency bins are used. • Ten frequency components between 53Hz - 74Hz are incoherently averaged.
Slice of Beam Pattern Target Interferer Solid Line: W/out Null-Broadening Thick Solid Line: W/ Null-Broadening
Ambiguity Surface at 62Hz : Bartlett and WNC • Broadband simulation of second interferer using real data • Ten frequency components between 53 Hz - 74 Hz are incoherently averaraged
Beam Patterns at 62Hz : WNC • For null-broadening, 15 frequency bins are used.
Slice of Beam Pattern Target Interferer Solid Line: W/out Null-Broadening Thick Solid Line: W/ Null-Broadening
Application to Adaptively Weighted Time Reversal Mirror Conventional TRM focused at (6000m,60m)
Application to Adaptively Weighted Time Reversal Mirror Adaptively weighted TRM with a null steered at (6300 m, 80 m)
Application to Adaptively Weighted Time Reversal Mirror Adaptively weighted TRM with a null steered at (6300 m, 80 m) with null-broadening
Null-broadening technique in plane wave beamforming: theory and simulation Null-broadening technique in matched field processing: theory and simulation Null-broadening in sea-going data of SWellEX-96 Application to null-broadening in adaptively weighted time-reversal mirror Summary