Title :
Direction of arrival estimation based on weighted minimum mean square error
Author :
Dongwen Ying ; Junfeng Li ; Yongqiang Feng ; Yonghong Yan
Abstract :
It is a challenging issue to design a robust broad-band direction-of-arrival (DOA) estimator at the cost of low computational complexity. Many algorithms accelerate localization while maintaining robustness by optimizing the grid search. Few algorithms pay attention to the cost function of DOA estimators. This paper presents a far-filed DOA estimator based upon a novel cost function for planar arrays. It has two distinctions from conventional ones. On one hand, an explicit solution of DOA is represented as a linear function of all time-difference-of-arrivals (TDOAs), which leads to a considerable reduction of computational complexity. On the other hand, the reliability of each TDOA is considered, which relieves the outlier influence. The proposed algorithm was evaluated in a simulated environment. Its robustness is close to SRP-PHAT, but significantly outperforms GCC-PHAT. It runs about 5 times faster than GCC-PHAT, and 30 times faster than SRP-PHAT on general desktop computers for a 9-element array.
Keywords :
array signal processing; computational complexity; direction-of-arrival estimation; least mean squares methods; search problems; time-of-arrival estimation; 9-element array; DOA estimator; GCC-PHAT; SRP-PHAT; TDOA; cost function; desktop computers; far-filed DOA estimator; grid search optimization; linear function; low computational complexity; planar arrays; robust broadband direction-of-arrival estimator; time-difference-of-arrival estimation; weighted minimum mean square error; Arrays; Computational complexity; Cost function; Direction-of-arrival estimation; Microphones; Robustness; Speech; Sound source localization; cost function; direction of arrival; minimum mean square error; weight;
Conference_Titel :
Signal and Information Processing (ChinaSIP), 2013 IEEE China Summit & International Conference on
Conference_Location :
Beijing
DOI :
10.1109/ChinaSIP.2013.6625352