Title :
DOA estimation of amplitude modulated signals with less array sensors than sources
Author :
Wang, Tao ; Ng, Boon Poh ; Er, Meng Hwa
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Abstract :
This paper addresses the Direction-of-Arrival (DOA) estimation problem for amplitude modulated signals whose number is more than that of the array sensors. The proposed method is based on an idea of virtual array. For source signals with amplitude modulation, such as binary phase shift keying (BPSK) and M-ary amplitude shift keying (M-ASK), we show that introducing in virtual array actually gives rise to processing the fourth-order moments of array output, which is related to higher-order statistics (HOS) techniques. While traditional HOS methods in array processing mainly exploit higher-order cumulants of the received data, we propose a DOA estimation method based on the fourth-order moments, which is of lower computational load than the fourth-order cumulants. Simulation results demonstrate the effectiveness of the proposed method for estimating DOAs of more source signals than array elements.
Keywords :
amplitude shift keying; direction-of-arrival estimation; phase shift keying; sensor arrays; DOA estimation; M-ary amplitude shift keying; amplitude modulated signals; amplitude modulation; array processing; array sensors; binary phase shift keying; direction-of-arrival estimation problem; higher-order cumulants; higher-order statistics; source signals; virtual array; Direction of arrival estimation; Estimation; Sensor arrays; Signal resolution; Vectors; DOA estimation; amplitude modulated signal; under-determined; virtual array;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4673-0045-2
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2012.6288440