A State-Space Approach to Multiuser Parameters Estimation Using Central Difference for CDMA Systems |
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Authors: | Jang-Sub Kim Seokho Yoon Dong-Ryeol Shin |
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Affiliation: | (1) School of Information and Communication Engineering, Sungkyunkwan University, 300 ChunChun-Dong, JangAn-Gu, Suwon, Korea |
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Abstract: | In this paper, it is shown that a state-space model applies to the code-division multiple-access (CDMA) channel, and Central
Difference Filter (CDF) produces channel estimates with the minimum mean-square error (MMSE). This result may be used as compare
to Extended Kalman Filter (EKF) which used as channel estimator in CDMA system. The main purpose of this paper is to compare
robustness of channel estimator for realistic rapidly time-varying Rayleigh fading channels. To overcome the highly nonlinear
nature of time delay estimation and also improve the accuracy, consistency and efficiency of channel estimation, an iterative
nonlinear filtering algorithm, called the CDF has been applied in the field of CDMA System. The proposed channel estimator
has a more near-far resistant property than the conventional Extended Kalman Filter (EKF). Thus, it is believed that the proposed
estimator can replace well-known filters, such as the EKF. The Cramer-Rao lower bound (CRLB) is derived for the estimator,
and simulation result show that it is nearly near-far resistant and clearly outperforms the EKF.
Jang Sub Kim was born June 15, 1974, in Yeongdeok, Korea. He received the M.S. degree in school of electrical and computer engineering
from Sungkyunkwan University, Seoul, Korea. He is currently with the School of Information and Communication Engineering,
Sungkyunkwan University, where he was a Ph. D. student since 1999. His research interests include code-division multiple access,
channel estimation, position location, and wireless communications.
Seokho Yoon (S‘99–M‘1) received the B.S.E. (summa cum laude), M.S.E., and Ph.D. degrees in electrical engineering from KAIST, Daejeon,
Korea, in 1997, 1999, and 2002, respectively. From April 2002 to June 2002, he was with the Department of Electrical Engineering
and Computer Sciences, Massachusetts Institute of Technology, Cambridge, MA, and from July 2002 to February 2003, he was with
the Department of Electrical Engineering, Harvard University, Cambridge, MA, as a Postdoctoral Research Fellow. In March 2003,
he joined the School of Information and Communication Engineering, Sungkyunkwan University, Suwon, Korea, where he is currently
an Assistant Professor. His research interests include spread spectrum systems, mobile communications, detection and estimation
theory, and statistical signal processing. Dr. Yoon is a member of the IEEK and KICS. He was the recipient of a Bronze Prize
at Samsung Humantech Paper Contest in 2000.
Dong-Ryeol Shin (M‘97) was born in Seoul, Korea, in 1957. He received the B.S., M.S. and Ph.D degree in electrical engineering from the Sungkyunkwan
University in 1980, and the Korea Advanced Institute of Science and Technology (KAIST) in 1982 and the Georgia Institute of
Technology in 1992, respectively. During 1992-1994, he had worked for Samsung Data Systems, Ltd., Korea. Since 1994, he has
been with network research group at the Sungkyunkwan University, Korea, as a professor. His current research interests include
wireless communications and ubiquitous computing. |
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Keywords: | code division multiple access (CDMA) channel and delay estimation nonlinear recursive filter |
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