Title :
On MIMO waveform design for non-Gaussian target detection
Author :
Aubry, Augusto ; Lops, Marco ; Tulino, Antonia M. ; Venturino, Luca
Author_Institution :
DIBET, Univ. degli Studi di Napoli Federico II, Naples, Italy
Abstract :
We consider a multiple-input multiple-output (MIMO) detection problem with M widely-spaced transmit antennas and L widely-spaced receive antennas (not necessarily co-located), and we study the problem of designing the signal waveforms transmitted by each source node under non-Gaussian target scattering and temporally-correlated Gaussian clutter. Two figures of merit are investigated for space-time code optimization under a semi-definite rank constraint and a received signal-to-clutter ratio constraint: 1) the lower Chernoff bound (LCB) to the detection probability for fixed probability of false alarm, and 2) the mutual information (MI) between the observations available at the receive nodes and the MÃL ¿channel matrix¿ generated by a target, assumed present tout court. If the scattering distribution possesses some suitably defined properties of exchangeability and unitary invariance, we show that MI-optimal and LCB-optimal space-time coding admit a simple closed-form solution. Finally, a case study of relevant practical interest is examined in depth so as to compare the proposed design criteria and to assess the impact of signal non-Gaussianity on the detection performances.
Keywords :
MIMO communication; clutter; electromagnetic wave scattering; receiving antennas; transmitting antennas; L widely-spaced receive antennas; LCB-optimal space-time coding; M widely-spaced transmit antennas; MI-optimal space-time coding; MIMO waveform design; channel matrix; detection performance; detection probability; fixed probability; lower Chernoff bound; multiple-input multiple-output detection; non-Gaussian target detection; non-Gaussian target scattering; received signal-to-clutter ratio constraint; scattering distribution; semidefinite rank constraint; signal waveforms; space-time code optimization; temporally-correlated Gaussian clutter; Constraint optimization; MIMO; Mutual information; Object detection; Receiving antennas; Scattering; Signal design; Signal generators; Space time codes; Transmitting antennas;
Conference_Titel :
Radar Conference - Surveillance for a Safer World, 2009. RADAR. International
Conference_Location :
Bordeaux
Print_ISBN :
978-2-912328-55-7