Finite sample identifiability of multiple constant modulus source
نویسندگان
چکیده
We prove that mixtures of continuous alphabet constant modulus sources can be identified with probability 1 with a finite number of samples (under noise-free conditions). This strengthens earlier results which only considered an infinite number of samples. The proof is based on the linearization technique of the analytical constant modulus algorithm (ACMA), together with a simple inductive argument. We then study the finite-alphabet case. In this case, we provide a subexponentially decaying upper bound on the probability of nonidentifiability for a finite number of samples. We show that under practical assumptions, this upper bound is tighter than the currently known bound. We then provide an improved exponentialy decaying upper bound for the case of -PSK signals ( is even).
منابع مشابه
On the finite sample behavior of the constant modulus cost
We study the location of local minima of the finite sample approximation to the constant modulus cost function. This paper concentrates on source separation. The main result is a connection between the number of samples and the probability of obtaining a local minimum of the finite approximation within a given sphere around the local minimum of the CM cost function.
متن کاملBlind PARAFAC receivers for DS-CDMA systems
This paper links the direct-sequence code-division multiple access (DS-CDMA) multiuser separation-equalization-detection problem to the parallel factor (PARAFAC) model, which is an analysis tool rooted in psychometrics and chemometrics. Exploiting this link, it derives a deterministic blind PARAFAC DS-CDMA receiver with performance close to nonblind minimum mean-squared error (MMSE). The propos...
متن کاملBlock Redundant Constant Modulus Equalization for Fir Channel–irrespective Blind Identifiability
FIR filterbank precoders offer a unifying framework for several digital modulation and multiplexing schemes used in singleand multi-user transmissions, such as OFDM and CDMA. With minimal reduction in bandwidth efficiency, FIR filterbank transmitters can be designed to allow for perfect (in the absence of noise) equalization of any FIR channel with FIR zero-forcing (ZF) equalizer filterbanks. T...
متن کاملAdaptive Blind Source Separation and Equalization for Multiple-Input/Multiple-Output Systems
In this paper, we investigate adaptive blind source separation and equalization for multiple-input/multiple-output (MIMO) systems. We first analyze the convergence of the constant modulus algorithm (CMA) used in MIMO systems (MIMOCMA). Our analysis reveals that the MIMO-CMA equalizer is able to recover one of the input signals, remove the intersymbol interference (ISI), and suppress the other i...
متن کاملAlmost sure identifiability of constant modulus multidimensional harmonic retrieval
In a recent paper by Jiang et al. in this Transactions, it has been shown that up to 2 2 two-dimensional (2-D) exponentials are almost surely identifiable from a mixture, assuming regular sampling at or above Nyquist in both dimensions. This holds for damped or undamped exponentials. As a complement, in this correspondence, we show that up to 2 2 undamped exponentials can be uniquely recovered ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- IEEE Trans. Information Theory
دوره 49 شماره
صفحات -
تاریخ انتشار 2003