Title :
Decoupling Principle in Belief-Propagation-Based CDMA Multiuser Detection Algorithm
Author :
Ikehara, T. ; Tanaka, T.
Author_Institution :
Kyoto Univ., Kyoto
Abstract :
We derive density evolution equations for a belief- propagation (BP) based detection algorithm for a vector channel under assumption of random channel parameters and in the large-system limit, considering the conditions of a general information symbol prior probability and a general memoryless channel. From the density evolution equations, it is observed that there exists a bank of independent single-user Gaussian channels which is equivalent to the original vector channel at each stage of the BP-based detection algorithm in the sense that the posterior probabilities of information symbol of a user are equivalent to each other. It means that the decoupling principle holds not only at equilibrium, but also at each stage of the algorithm. We also show a microscopic stability condition for the BP-based detection algorithm, in order to discuss possible relationship with the stability of replica-symmetric solutions against replica symmetry breaking in the replica analysis.
Keywords :
Gaussian channels; belief networks; code division multiple access; memoryless systems; multiuser detection; probability; CDMA multiuser detection; belief propagation; decoupling principle; density evolution equations; general information symbol prior probability; general memoryless channel; microscopic stability condition; posterior probabilities; random channel parameters; replica analysis; replica-symmetric solutions; AWGN channels; Algorithm design and analysis; Detection algorithms; Equations; Informatics; Memoryless systems; Multiaccess communication; Multiuser detection; Stability analysis; Vectors;
Conference_Titel :
Information Theory, 2007. ISIT 2007. IEEE International Symposium on
Conference_Location :
Nice
Print_ISBN :
978-1-4244-1397-3
DOI :
10.1109/ISIT.2007.4557527