Title :
An Iterative Expectation-Maximization Algorithm Based Joint Estimation Approach for CDMA/OFDM Composite Radios
Author :
Wang, Tianqi ; Li, Cheng ; Chen, Hsiao-Hwa
Author_Institution :
Fac. of Eng., Memorial Univ. of Newfoundland, St. John´´s, NL
fDate :
8/1/2008 12:00:00 AM
Abstract :
In this paper, an innovative frequency domain joint estimation algorithm for synchronization parameter and channel impulse response (CIR) in direct sequence code division multiple access (DS-CDMA) systems is proposed. The algorithm is based on the expectation-maximization (EM) method. It can provide accurate estimation of channel state information and synchronization parameter for a DS-CDMA receiver even with a simple equalization module (e.g., an one-tap multiplier based frequency domain equalizer (FDE)), and a radio receiver with this approach performs better than a costly multi-tap multiplier based equalizer, such as the time domain equalizer (TDE). A generic receiver architecture based on the frequency domain equalization for a composite radio, which works in both CDMA and orthogonal frequency division multiplexing (OFDM) modes, is also proposed. The Cramer-Rao lower bound (CRLB) of the proposed estimator and its optimization scheme are derived. This architecture can be implemented with an iterative approach, and the results demonstrate that this adaptive receiver performs very well with a relatively low cost.
Keywords :
OFDM modulation; code division multiple access; expectation-maximisation algorithm; iterative methods; radio receivers; spread spectrum communication; transient response; CDMA/OFDM composite radios; Cramer-Rao Lower Bound; DS-CDMA receiver; channel impulse response; direct sequence code division multiple access systems; frequency domain equalization; frequency domain joint estimation algorithm; generic receiver architecture; iterative expectation-maximization algorithm; orthogonal frequency division multiplexing; radio receiver; time domain equalizer; Equalizers; Expectation-maximization algorithms; Frequency domain analysis; Frequency estimation; Frequency synchronization; Iterative algorithms; Iterative methods; Multiaccess communication; OFDM; Receivers; DS-CDMA; Multiple access; channel estimation; resource management; synchronization parameter;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2008.070232