TY - GEN
T1 - Channel capacity under general nonuniform sampling
AU - Chen, Yuxin
AU - Eldar, Yonina C.
AU - Goldsmith, Andrea J.
PY - 2012
Y1 - 2012
N2 - This paper develops the fundamental capacity limits of a sampled analog channel under a sub-Nyquist sampling rate constraint. In particular, we derive the capacity of sampled analog channels over a general class of time-preserving sampling methods including irregular nonuniform sampling. Our results indicate that the optimal sampling structures extract out the set of frequencies that exhibits the highest SNR among all spectral sets of support size equal to the sampling rate. The capacity under sub-Nyquist sampling can be attained through filter-bank sampling, or through a single branch of modulation and filtering followed by uniform sampling. The capacity under sub-Nyquist sampling is a monotone function of the sampling rate. These results indicate that the optimal sampling schemes suppress aliasing, and that employing irregular nonuniform sampling does not provide capacity gain over uniform sampling sets with appropriate preprocessing for a large class of channels.
AB - This paper develops the fundamental capacity limits of a sampled analog channel under a sub-Nyquist sampling rate constraint. In particular, we derive the capacity of sampled analog channels over a general class of time-preserving sampling methods including irregular nonuniform sampling. Our results indicate that the optimal sampling structures extract out the set of frequencies that exhibits the highest SNR among all spectral sets of support size equal to the sampling rate. The capacity under sub-Nyquist sampling can be attained through filter-bank sampling, or through a single branch of modulation and filtering followed by uniform sampling. The capacity under sub-Nyquist sampling is a monotone function of the sampling rate. These results indicate that the optimal sampling schemes suppress aliasing, and that employing irregular nonuniform sampling does not provide capacity gain over uniform sampling sets with appropriate preprocessing for a large class of channels.
KW - nonuniform sampling
KW - sampled analog channels
KW - sub-Nyquist sampling
UR - http://www.scopus.com/inward/record.url?scp=84867563431&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84867563431&partnerID=8YFLogxK
U2 - 10.1109/ISIT.2012.6284682
DO - 10.1109/ISIT.2012.6284682
M3 - Conference contribution
AN - SCOPUS:84867563431
SN - 9781467325790
T3 - IEEE International Symposium on Information Theory - Proceedings
SP - 855
EP - 859
BT - 2012 IEEE International Symposium on Information Theory Proceedings, ISIT 2012
T2 - 2012 IEEE International Symposium on Information Theory, ISIT 2012
Y2 - 1 July 2012 through 6 July 2012
ER -