Abstract Subspace estimation plays an important role in a field of modern signal processing applications. This paper studied deeply the power iteration, then an approach based on power iteration for tracking the signal subspace is presented. The problems of rank-1 subspace tracking and DOA estimation are discussed. The simulation results support the theoretical predications.