Title :
An Optimal Basis of Band-Limited Functions for Signal Analysis and Design
Author :
Wei, Liying ; Kennedy, Rodney A. ; Lamahewa, Tharaka A.
Author_Institution :
Res. Sch. of Inf. Sci. & Eng., Australian Nat. Univ., Canberra, ACT, Australia
Abstract :
This paper studies signal concentration in the time and frequency domains using the general constrained variational method of Franks. The minimum k th (k = 0, 2, 4,...) moment time-duration measure for band-limited signals is formulated. A complete, orthonormal set of band-limited functions in L2([-W,W]) with the minimum fourth-moment time-duration measure is obtained. Numerical investigations of our optimal 4th moment functions show: 1) less energy concentration in the main lobe than the prolate spheroidal wave functions (PSWF); 2) higher energy concentration in the main lobe than Gabor´s function; and 3) a larger main lobe than both PSWF and Gabor. Applications for our basis functions include: 1) radar systems and high resolution communication systems, and 2) representation and approximation to any band-limited signal in a given time interval.
Keywords :
signal processing; time-frequency analysis; Gabor function; PSWF; band-limited signal functions; high resolution communication systems; prolate spheroidal wave functions; radar systems; signal analysis; signal concentration; time-frequency domains; Bandwidth; Energy resolution; Frequency domain analysis; Geophysical measurements; Permission; Radar applications; Signal analysis; Signal design; Signal resolution; Wave functions; Fraction out-of-band energy (FOBE); Gabor´s function; orthonormal basis; prolate spheroidal wave function (PSWF); time-frequency;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2010.2057427