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An asynchronous multiuser CDMA detector based on the Kalman filter
- Source :
- IEEE Journal on Selected Areas in Communications. 16:1711-1722
- Publication Year :
- 1998
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 1998.
-
Abstract
- We introduce a multiuser receiver based on the Kalman filter, which can be used for joint symbol detection and channel estimation. The proposed algorithm has the advantage of working even when the spreading codes used have a period larger than one symbol interval ("long codes"), unlike adaptive equalizer-type detectors. Simulation results which demonstrate the performance advantage of the proposed receiver over the conventional detector, the minimum mean squared error (MMSE) detector and a recursive least squares (RLS) multiuser detector are presented. A thorough comparison of the MMSE detector and the proposed detector is attempted because the Kalman filter also solves the MMSE parameter estimation problem, and it is concluded that, because the state space model assumed by the Kalman filter fits the code division multiple access (CDMA) system exactly, a multiuser detector based on the Kalman filter must necessarily perform better than a nonrecursive, finite-length MMSE detector. The computational complexity of the detector and its use in channel estimation are also studied.
- Subjects :
- Recursive least squares filter
Moving horizon estimation
Minimum mean square error
Physics::Instrumentation and Detectors
Computer Networks and Communications
Computer science
Code division multiple access
Estimation theory
Detector
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Radio receiver
Data_CODINGANDINFORMATIONTHEORY
Kalman filter
Invariant extended Kalman filter
law.invention
Spread spectrum
Extended Kalman filter
Control theory
law
Demodulation
High Energy Physics::Experiment
Detection theory
Electrical and Electronic Engineering
Computer Science::Information Theory
Communication channel
Subjects
Details
- ISSN :
- 07338716
- Volume :
- 16
- Database :
- OpenAIRE
- Journal :
- IEEE Journal on Selected Areas in Communications
- Accession number :
- edsair.doi.dedup.....dffb1c1e94f7b82901457284c89c59ef
- Full Text :
- https://doi.org/10.1109/49.737640