Journal of the Institute of Electronics Engineers of Korea TC (대한전자공학회논문지TC)

The Institute of Electronics and Information Engineers (대한전자공학회)
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MIMO Receiver Using RBF Network Over Rich-Scattering fading channels

Rich-Scattering 페이딩 채널에서 RBF Network를 이용한 MIMO 수신기

  • 고균병 (연세대학교 전기전자공학과) ;
  • 강창언 (연세대학교 전기전자공학과) ;
  • 홍대식 (연세대학교 전기전자공학과)
  • Published : 2003.08.01
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Abstract

This paper proposes a novel detection scheme using a radial basis function (RBF) network in a multi-input multi-output (MIMO) environment. In order to evaluate the performance of the proposed MIMO-RBF receiver, simulations are performed over the rich-scattering fading channel. Simulation results confirm that the proposed scheme shows the similar bit-error rate (BER) performance of a maximum likelihood detection (MLD) and outperforms Vertical-Bell Laboratories Layered Space-Time using minimum-mean-square-error nulling (VBLAST-MMSE) as well as VBLAST using zero-forcing nulling (VBLAST-ZF). Moreover, we investigate the effect on the performance of the number of RBF center with two modulation formats (BPSK and QPSK) and different number of transmit and receive antennas. The performance of the proposed detector is verified with respect to an initialization-rate of RBF centers.

본 논문에서는 RBF Network를 이용한 새로운 수신기법을 MIMO 환경에서 제안한다. 그리고, 제안된 수신기의 성능을 Rich-scattering 페이딩 채널에서의 모의 실험을 통해 검증한다. 모의 실험 결과를 통해 제안된 수신기가 MLD와 유사한 성능을 나타내고, VBLAST-ZF와 VBLAST-MMSE보다 우수한 성능을 나타냄을 확인하였다. 그리고, 다양한 송수신 안테나의 개수 및 변조 기법에 따른 RBF 개수가 성능에 미치는 영향을 조사하였으며, 제안된 수신기의 성능을 RBF 중심값의 초기화 율에 따라 확인하였다.

Keywords

References

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