TY - GEN
T1 - Retrieving random amplitude modulated harmonics using higher-order statistics
AU - Giannakis, Georgios B.
AU - Zhou, Guotong
PY - 1994/12/1
Y1 - 1994/12/1
N2 - Additive as well as multiplicative noise appears in weather radar returns, or, when acoustic waves propagate through the ocean. Second order spectral methods fail to retrieve frequencies of such random amplitude modulated harmonic time series, especially when the multiplicative noise is broadband. An existing fourth-order method assumes real Gaussian multiplicative and additive noise. A novel approach is proved herein to impose no constraints on the distribution or the color of the disturbances. It relies on fourth-order special cumulant or moment slices. In particular, the fourth-order moment spectrum is shown to offer computational advantages. Extension to multi-component models and generalizations to alternative sixth order moments are also provided.
AB - Additive as well as multiplicative noise appears in weather radar returns, or, when acoustic waves propagate through the ocean. Second order spectral methods fail to retrieve frequencies of such random amplitude modulated harmonic time series, especially when the multiplicative noise is broadband. An existing fourth-order method assumes real Gaussian multiplicative and additive noise. A novel approach is proved herein to impose no constraints on the distribution or the color of the disturbances. It relies on fourth-order special cumulant or moment slices. In particular, the fourth-order moment spectrum is shown to offer computational advantages. Extension to multi-component models and generalizations to alternative sixth order moments are also provided.
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M3 - Conference contribution
AN - SCOPUS:0028747647
SN - 0819416207
T3 - Proceedings of SPIE - The International Society for Optical Engineering
SP - 150
EP - 161
BT - Proceedings of SPIE - The International Society for Optical Engineering
A2 - Luk, Franklin T.
PB - Society of Photo-Optical Instrumentation Engineers
T2 - Advanced Signal Processing: Algorithms, Architectures, and Implementations V
Y2 - 24 July 1994 through 27 July 1994
ER -