Title | Online Bayesian activity detection in DS/CDMA networks |
Publication Type | Journal Article |
Year of Publication | 2005 |
Authors | Bui, T. N., V. Krishnamurthy, and H. V. Poor |
Journal | Signal Processing, IEEE Transactions on |
Volume | 53 |
Pagination | 371 - 375 |
Date Published | jan. |
ISSN | 1053-587X |
Keywords | a priori knowledge, Bayes methods, code division multiple access, DS-CDMA network, matrix algebra, multiple hypotheses Shiryayev sequential probability ratio test, multiuser code division multiple access, multiuser detection, nonBayesian matrix cumulative sum, online Bayesian activity detection, probability, spread spectrum communication |
Abstract | An on-line Bayesian based multiple hypotheses Shiryayev sequential probability ratio test (SSPRT) for the detection/isolation of new active users in a multiuser code division multiple access (CDMA) environment is presented. This SSPRT algorithm makes use of a priori knowledge of the user activity parameter. Comparison by simulation between this SSPRT algorithm and the non-Bayesian Matrix cumulative sum (CUSUM) shows that when such information is available, the SSPRT algorithm that uses this information can achieve better performance than the non-Bayesian approach. |
URL | http://dx.doi.org/10.1109/TSP.2004.838944 |
DOI | 10.1109/TSP.2004.838944 |