Title :
Generation of Correlated Finite Alphabet Waveforms Using Gaussian Random Variables
Author :
Jardak, Seifallah ; Ahmed, Shehab ; Alouini, Mohamed-Slim
Author_Institution :
Electr. Eng. Program, Comput., Electr., & Math. Sci. & Eng., King Abdullah Univ. of Sci. & Technol. (KAUST), Thuwal, Saudi Arabia
Abstract :
Correlated waveforms have a number of applications in different fields, such as radar and communication. It is very easy to generate correlated waveforms using infinite alphabets, but for some of the applications, it is very challenging to use them in practice. Moreover, to generate infinite alphabet constant envelope correlated waveforms, the available research uses iterative algorithms, which are computationally very expensive. In this work, we propose simple novel methods to generate correlated waveforms using finite alphabet constant and non-constant-envelope symbols. To generate finite alphabet waveforms, the proposed method map the Gaussian random variables onto the phase-shift-keying, pulse-amplitude, and quadrature-amplitude modulation schemes. For such mapping, the probability-density-function of Gaussian random variables is divided into M regions, where M is the number of alphabets in the corresponding modulation scheme. By exploiting the mapping function, the relationship between the cross-correlation of Gaussian and finite alphabet symbols is derived. To generate equiprobable symbols, the area of each region is kept same. If the requirement is to have each symbol with its own unique probability, the proposed scheme allows us that as well. Although, the proposed scheme is general, the main focus of this paper is to generate finite alphabet waveforms for multiple-input multiple-output radar, where correlated waveforms are used to achieve desired beam patterns.
Keywords :
Gaussian processes; iterative methods; phase shift keying; pulse amplitude modulation; quadrature amplitude modulation; Gaussian random variables; correlated finite alphabet waveforms; correlated waveforms generation; iterative algorithm; multiple-input multiple-output radar; phase-shift-keying; pulse-amplitude modulation scheme; quadrature-amplitude modulation scheme; Correlation; Covariance matrices; Face; MIMO; Radar; Radar antennas; Transmitting antennas; Collocate antennas; Hermite polynomials; finite alphabet waveforms; multiple-input multiple-output (MIMO) radar;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2014.2339800