Title :
A DS-CDMA tracking mode receiver with joint channel/delay estimation and MMSE detection
Author :
Iltis, Ronald A.
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., Santa Barbara, CA, USA
fDate :
10/1/2001 12:00:00 AM
Abstract :
A tracking mode receiver for asynchronous direct-sequence CDMA is presented based on the extended Kalman filter (EKF). The EKF jointly estimates the delays and multipath coefficients of the received CDMA waveform, and provides a modified minimum mean-square error (MMSE) estimate of the user data (MMSE-EKF). In order to obtain a practical algorithm, each user signal is tracked individually, with the remaining users modeled as colored Gaussian noise. However, the EKFs are coupled through the multiple access interference (MAI) covariance estimates. In order to obtain meaningful performance measures, approximate worst-case undesired user delays that minimize the desired user SNR and delay estimation Cramer-Rao bound are obtained. It is shown that such worst-case delays can be efficiently computed using the alternating maximization (A-M) algorithm. The resulting bit error rate (BER) performance of the MMSE-EKF tracking receiver is evaluated through a combination of simulation and analysis. The mean-time to lose lock (MTTLL) for a genie-aided EKF delay estimator is also obtained using the A-M computed delays
Keywords :
Kalman filters; code division multiple access; covariance matrices; delay estimation; error statistics; filtering theory; least mean squares methods; multipath channels; multiuser channels; nonlinear filters; optimisation; radio receivers; radiofrequency interference; signal detection; spread spectrum communication; BER performance; Cramer-Rao bound; DS-CDMA tracking mode receiver; MAI covariance estimates; MMSE detection; MMSE-EKF tracking receiver; MTTLL; SNR; alternating maximization algorithm; approximate worst-case delays; asynchronous direct-sequence CDMA; bit error rate; colored Gaussian noise; delay estimation; extended Kalman filter; genie-aided EKF delay estimator; joint channel/delay estimation; mean-time to lose lock; minimum mean-square error; modified MMSE estimate; multipath coefficients; multiple access interference; multiuser detection; performance measures; practical algorithm; received CDMA waveform; simulation; Analytical models; Bit error rate; Computational modeling; Delay estimation; Gaussian noise; Multiaccess communication; Multiple access interference; Performance analysis; Propagation delay; Signal to noise ratio;
Journal_Title :
Communications, IEEE Transactions on