An iterative expectation-maximization algorithm based joint estimation approach for CDMA/OFDM composite radios

Tianqi Wang, Cheng Li, Hsiao-Hwa Chen

研究成果: Article

7 引文 (Scopus)

摘要

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.

原文English
文章編號4600231
頁(從 - 到)3196-3205
頁數10
期刊IEEE Transactions on Wireless Communications
7
發行號8
DOIs
出版狀態Published - 2008 八月 1

指紋

Radio receivers
Expectation-maximization Algorithm
Code Division multiple Access
Equalizers
Orthogonal Frequency Division multiplexing (OFDM)
Code division multiple access
Orthogonal frequency division multiplexing
Iterative Algorithm
Equalizer
Receiver
Composite
Synchronization
Composite materials
Multiplier
Frequency Domain
Channel state information
Frequency-domain Equalization
Impulse response
Cramer-Rao Lower Bound
Expectation Maximization

All Science Journal Classification (ASJC) codes

  • Computer Science Applications
  • Electrical and Electronic Engineering
  • Applied Mathematics

引用此文

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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.",
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