JOURNAL ARTICLE

Multiuser channel estimation using robust recursive filters for CDMA system

Jang-Sub KimHojin ShinDong-Ryeol Shin

Year: 2007 Journal:   Journal of Communications and Networks Vol: 9 (3)Pages: 219-228   Publisher: Institute of Electrical and Electronics Engineers

Abstract

In this paper, we present a novel blind adaptive multiuser detector structure and three robust recursive filters to improve the performance in CDMA environments: Sigma point kalman filter (SPKF), particle filter (PF), and Gaussian mixture sigma point particle filter (GMSPPF). Our proposed robust recursive filters have superior performance over a conventional extended Kalman filter (EKF). The proposed multiuser detector algorithms initially use Kalman prediction form to estimated channel parameters, and unknown data symbol be predicted. Second, based on this predicted data symbol, the robust recursive filters (e.g., GMSPPF) is a refined estimation of joint multipaths and time delays. With these estimated multipaths and time delays, data symbol detection is carried out (Kalman correction form). Computer simulations show that the proposed algorithms outperform the conventional blind multiuser detector with the EKF. Also we can see it provides a more viable means for tracking time-varying amplitudes and time delays in CDMA communication systems, compared to that of the EKF for near-far ratio of 20 dB. For this reason, it is believed that the proposed channel estimators can replace well-known filter such as the EKF.

Keywords:
Extended Kalman filter Computer science Kalman filter Multiuser detection Algorithm Detector Channel (broadcasting) Control theory (sociology) Estimator Particle filter Code division multiple access Mathematics Telecommunications Statistics Artificial intelligence

Metrics

2
Cited By
0.00
FWCI (Field Weighted Citation Impact)
32
Refs
0.22
Citation Normalized Percentile
Is in top 1%
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Citation History

Topics

Wireless Communication Networks Research
Physical Sciences →  Computer Science →  Computer Networks and Communications
Advanced Wireless Communication Techniques
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Advanced Adaptive Filtering Techniques
Physical Sciences →  Engineering →  Computational Mechanics

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