Rank deficient Hankel matrices are at the core of several applications. However, in practice, coefficients these noisy due to e.g. measurements errors and computational errors, so generically involved full rank. This motivates problem structured low-rank approximation. Structured approximation problems, general, do not have a global efficient solution technique. In this paper we propose local o...