Title :
Noncoherent multiuser detection for CDMA systems with nonlinear modulation: a non-Bayesian approach
Author :
Visotsky, Eugene ; Madhow, Upamanyu
Author_Institution :
Commun. Syst. & Technol. Labs., Motorola Inc., Schaumburg, IL, USA
fDate :
5/1/2001 12:00:00 AM
Abstract :
This paper considers the problem of multiuser detection for a system in which each user employs nonlinear modulation, with an emphasis on noncoherent detection techniques which do not require knowledge of the users´ channel parameters at the receiver. Our goals are to gain fundamental insight into the capabilities of multiuser detection in such a setting, and to provide practical algorithms that perform better than conventional matched-filter reception. We begin by providing fundamental performance benchmarks by considering coherent maximum-likelihood (ML) detection, which requires knowledge of the users´ channel parameters, as well as noncoherent detection, formulated in a non-Bayesian generalized likelihood ratio test (GLRT) framework. The asymptotic performance of each detector, as the noise level vanishes, is characterized, yielding simple geometric criteria for near-far resistance. In general, both the ML and GLRT detectors have complexity which is exponential in the number of users. We, therefore, propose the more practical sequential decision projection (SDP) detector which has complexity which is quadratic in the number of users. It is shown that the SDP detector has nonzero asymptotic efficiency if the users´ powers are suitably disparate
Keywords :
code division multiple access; demodulation; maximum likelihood detection; modulation; multiuser channels; noise; radio receivers; CDMA systems; GLRT; ML detection; asymptotic efficiency; asymptotic performance; channel parameters; coherent maximum-likelihood detection; demodulation; generalized likelihood ratio test; geometric criteria; matched-filter reception; near-far resistance; noise level; nonBayesian approach; noncoherent multiuser detection; nonlinear modulation; performance benchmarks; receiver; sequential decision projection detector; Bandwidth; Benchmark testing; Detectors; Maximum likelihood detection; Modulation coding; Multiaccess communication; Multiple access interference; Multiuser detection; Performance gain; Signal processing;
Journal_Title :
Information Theory, IEEE Transactions on