JOURNAL ARTICLE

Multiuser Channel Estimation Using Gaussian Mixture Sigma Point Particle Filter for CDMA System

Jonghoon KimHojin ShinD. R. SHIN

Year: 2006 Journal:   IEICE Transactions on Communications Vol: E89-B (11)Pages: 3148-3151   Publisher: Institute of Electronics, Information and Communication Engineers

Abstract

In this paper, a multiuser receiver based on a Gaussian Mixture Sigma Point Particle Filter (GMSPPF), which can be used for joint channel coefficient estimation and time delay tracking in CDMA communication systems, is introduced. The proposed algorithm has better improved estimation performance than either Extended Kalman Filter (EKF) or Particle Filter (PF). The Cramer-Rao Lower Bound (CRLB) is derived for the estimator, and the simulation result demonstrates that it is almost completely near-far resistant. For this reason, it is believed that the proposed estimator can replace well-known filters such as the EKF or PF.

Keywords:
Extended Kalman filter Cramér–Rao bound Particle filter Estimator Computer science Algorithm Kalman filter Channel (broadcasting) Upper and lower bounds Sigma Gaussian Invariant extended Kalman filter Control theory (sociology) Estimation theory Telecommunications Mathematics Statistics Physics Artificial intelligence

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Topics

Target Tracking and Data Fusion in Sensor Networks
Physical Sciences →  Computer Science →  Artificial Intelligence
Advanced Adaptive Filtering Techniques
Physical Sciences →  Engineering →  Computational Mechanics
Advanced Wireless Communication Techniques
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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