Nail Cadalli and Orhan Arikan

Abstract:
The expectation maximization (EM) algorithm is presented for the case of estimating direction of arrivals of unknown deterministic wideband signals. Alternative regularized least squares estimation techniques for the required signal estimation and a tree structure for the data mapping in the EM algorithm are proposed. Extensive simulation results are presented for comparison of the proposed algorithms with the conventional EM approach and the current high-resolution methods of wideband direction finding.

Index Terms:
maximum likelihood estimation; wideband maximum likelihood direction finding; signal parameter estimation; tree-structured EM algorithm; expectation maximization; direction of arrivals; deterministic  wideband signals; regularized least squares estimation; signal estimation; tree structure; data mapping

IEEE Trans. Signal Processing, vol.47, pp. 201-206, Jan. 1999.