I. Introduction
In wireless communication, binary phase shift keying (BPSK) and amplitude shift keying (ASK) signals are widely applied. Different from conventional signals, BPSK and ASK signals have noncircularity property, which makes them be considered as noncircular (NC) signals [1]. For direction of arrival (DOA) estimation, the degrees of freedom (DOFs) can be increased by exploiting the noncircularity of the NC signals, which improves the estimation accuracy and increases the number of resolvable sources [1]. Consequently, DOA estimation for NC sources attract lots of attention. A number of methods, such as multiple signals classification (MUSIC) [2], estimation of signal parameters via rotational invariance technique (ESPRIT) [3], and generalized ESPRIT [4], have been proposed for one-dimensional (1-D) DOA estimation for NC sources. These methods evolve from their well-known prototypes, i.e., MUSIC [5], ESPRIT [6] and generalized ESPRIT [7], proposed for circular signals.