Title :
Sampling of periodic signals: a quantitative error analysis
Author :
Jacob, Mathews ; Blu, Thierry ; Unser, Michael
Author_Institution :
Biomed. Imaging Group, Swiss Fed. Inst. of Technol., Lausanne, Switzerland
fDate :
5/1/2002 12:00:00 AM
Abstract :
We present an exact expression for the L2 error that occurs when one approximates a periodic signal in a basis of shifted and scaled versions of a generating function. This formulation is applicable to a wide variety of linear approximation schemes including wavelets, splines, and bandlimited signal expansions. The formula takes the simple form of a Parseval´s-like relation, where the Fourier coefficients of the signal are weighted against a frequency kernel that characterizes the approximation operator. We use this expression to analyze the behavior of the error as the sampling step approaches zero. We also experimentally verify the expression of the error in the context of the interpolation of closed curves
Keywords :
Fourier series; bandlimited communication; error analysis; interpolation; signal representation; signal sampling; Fourier coefficients; Fourier series representation; L2 error; Parseval´s-like relation; approximation operator; bandlimited periodic signals; bandlimited signal expansions; closed curves; frequency kernel; interpolation; linear approximation; periodic signals sampling; quantitative error analysis; scaled generating function; shifted generating function; splines; wavelets; Biomedical measurements; Error analysis; Fourier transforms; Interpolation; Jacobian matrices; Kernel; Linear approximation; Sampling methods; Signal analysis; Signal generators;
Journal_Title :
Signal Processing, IEEE Transactions on