TY - JOUR
T1 - Ambiguity function shaping for cognitive radar via complex quartic optimization
AU - Aubry, A.
AU - De Maio, A.
AU - Jiang, B.
AU - Zhang, S.
PY - 2013
Y1 - 2013
N2 - In this paper, we propose a cognitive approach to design phase-only modulated waveforms sharing a desired range-Doppler response. The idea is to minimize the average value of the ambiguity function of the transmitted signal over some range-Doppler bins, which are identified exploiting a plurality of knowledge sources. From a technical point of view, this is tantamount to optimizing a real and homogeneous complex quartic order polynomial with a constant modulus constraint on each optimization variable. After proving some interesting properties of the considered problem, we devise a polynomial-time waveform optimization procedure based on the Maximum Block Improvement (MBI) method and the theory of conjugate-partial-symmetric/conjugate-super-symmetric fourth order tensors. At the analysis stage, we assess the performance of the proposed technique showing its capability to properly shape the range-Doppler response of the transmitted waveform.
AB - In this paper, we propose a cognitive approach to design phase-only modulated waveforms sharing a desired range-Doppler response. The idea is to minimize the average value of the ambiguity function of the transmitted signal over some range-Doppler bins, which are identified exploiting a plurality of knowledge sources. From a technical point of view, this is tantamount to optimizing a real and homogeneous complex quartic order polynomial with a constant modulus constraint on each optimization variable. After proving some interesting properties of the considered problem, we devise a polynomial-time waveform optimization procedure based on the Maximum Block Improvement (MBI) method and the theory of conjugate-partial-symmetric/conjugate-super-symmetric fourth order tensors. At the analysis stage, we assess the performance of the proposed technique showing its capability to properly shape the range-Doppler response of the transmitted waveform.
KW - Cognitive radar
KW - complex tensor optimization
KW - maximum block improvement method
KW - radar waveform optimization
UR - http://www.scopus.com/inward/record.url?scp=84886523933&partnerID=8YFLogxK
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U2 - 10.1109/TSP.2013.2273885
DO - 10.1109/TSP.2013.2273885
M3 - Article
AN - SCOPUS:84886523933
SN - 1053-587X
VL - 61
SP - 5603
EP - 5619
JO - IEEE Transactions on Signal Processing
JF - IEEE Transactions on Signal Processing
IS - 22
M1 - 6563125
ER -