%0 Conference Paper %A Nguyen, Linh Trung %A Nguyen, Viet Dung %A Abed-Meraim, Karim %A Weber, Rodolphe %B 22th European Signal Processing Conference (EUSIPCO) %C Lisbon, Portugal %D 2014 %F SisLab:3335 %T Generalized MNS Method for Parallel Minor and Principal Subspace Analysis %U https://eprints.uet.vnu.edu.vn/eprints/id/eprint/3335/ %X This paper introduces a generalized minimum noise subspace method for the fast estimation of the minor or principal subspaces for large dimensional multi-sensor systems. In particular, the proposed method allows parallel computation of the desired subspace when K > 1 computational units (DSPs) are available in a parallel architecture. The overall numerical cost is approximately reduced by a factor of K2 while preserving the estimation accuracy close to optimality. Different algorithm implementations are considered and their performance is assessed through numerical simulation.