Title :
Optimal reconstruction of periodically sampled signals with probabilistic timing delays
Author :
Prendergast, Ryan S. ; Nguyen, Truong Q.
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., San Diego, La Jolla, CA, USA
Abstract :
A periodic sampling process can be modelled through multiple parallel uniform sampling processes with distinct timing delays. In this paper, these timing delays are considered as random variables with known discrete probability density functions. An optimal reconstruction method, which minimizes the expected time-averaged mean squared error, is developed using a multirate filter bank structure. A design example is presented with simulation results demonstrating the superior performance of this method over standard reconstruction techniques based on deterministic timing delay models.
Keywords :
channel bank filters; delays; mean square error methods; probability; signal reconstruction; signal sampling; discrete probability density functions; multirate filter bank structure; optimal reconstruction method; periodic sampling process; periodically sampled signals; probabilistic timing delays; time-averaged mean squared error; Delay; Filter bank; Nonuniform sampling; Probability density function; Random variables; Reconstruction algorithms; Sampling methods; Signal processing; Signal sampling; Timing;
Conference_Titel :
Signals, Systems and Computers, 2004. Conference Record of the Thirty-Eighth Asilomar Conference on
Print_ISBN :
0-7803-8622-1
DOI :
10.1109/ACSSC.2004.1399545