Title :
Differential MMSE: new adaptive algorithms for equalization, interference suppression, and beamforming
Author :
Madhow, U. ; Zhu, L.J. ; Galup, L.
Author_Institution :
Coordinated Sci. Lab., Illinois Univ., Urbana, IL, USA
Abstract :
This paper provides a reformulation of the linear minimum mean squared error (MMSE) criterion so that it applies to systems in which the quantity to be tracked is the ratio of the data appearing in two successive observations. The resulting differential MMSE criterion leads to a number of novel algorithms for adaptive implementation of the MMSE receiver. Applications include the following: (a) equalization for single user systems in fast fading (b) adaptive multiuser detection, or interference suppression, for direct sequence CDMA systems employing short spreading sequences in fast fading; (c) blind beamforming using a receive antenna array for direct sequence CDMA systems with long spreading sequences. Note that standard MMSE adaptation either fails in fast fading environments such as (a) and (b), or incurs significant overhead in terms of pilot symbols for tracking the fades. Application (c) applies directly to third generation wideband CDMA proposals, and the algorithms we provide perform significantly better than the state of the art.
Keywords :
adaptive equalisers; adaptive signal detection; antenna arrays; array signal processing; code division multiple access; fading; interference suppression; least mean squares methods; radio receivers; receiving antennas; spread spectrum communication; MMSE receiver; adaptive algorithms; adaptive multiuser detection; beamforming; blind beamforming; differential MMSE; direct sequence CDMA systems; equalization; fading; interference suppression; linear minimum mean squared error criterion; pilot symbols; receive antenna array; single user systems; spreading sequences; Adaptive algorithm; Adaptive arrays; Adaptive equalizers; Antenna arrays; Array signal processing; Blind equalizers; Fading; Interference suppression; Multiuser detection; Receiving antennas;
Conference_Titel :
Signals, Systems & Computers, 1998. Conference Record of the Thirty-Second Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-7803-5148-7
DOI :
10.1109/ACSSC.1998.750941