Title : 
Online Bayesian activity detection in DS/CDMA networks
         
        
            Author : 
Bui, Thanh Ngoc ; Krishnamurthy, Vikram ; Poor, H. Vincent
         
        
            Author_Institution : 
Dept. of Electr. & Electron. Eng., Univ. of Melbourne, Vic., Australia
         
        
        
        
        
        
        
            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.
         
        
            Keywords : 
Bayes methods; code division multiple access; matrix algebra; multiuser detection; probability; spread spectrum communication; DS-CDMA network; a priori knowledge; multiple hypotheses Shiryayev sequential probability ratio test; multiuser code division multiple access; nonBayesian matrix cumulative sum; online Bayesian activity detection; Bayesian methods; Change detection algorithms; Detection algorithms; Intelligent networks; Interference; Multiaccess communication; Multiuser detection; Probability; Sequential analysis; Signal processing algorithms;
         
        
        
            Journal_Title : 
Signal Processing, IEEE Transactions on
         
        
        
        
        
            DOI : 
10.1109/TSP.2004.838944