A novel RBF-based detector for MIMO systems over rich-scattering fading channels

Kyun Byoung Ko, Taeyoung Kim, Sooyong Choi, Changeon Kang, Daesik Hong

Research output: Contribution to conferencePaper

2 Citations (Scopus)

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 (i.e. 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.

Original languageEnglish
Pages434-438
Number of pages5
Publication statusPublished - 2002 Dec 1
EventGLOBECOM'02 - IEEE Global Telecommunications Conference - Taipei, Taiwan, Province of China
Duration: 2002 Nov 172002 Nov 21

Other

OtherGLOBECOM'02 - IEEE Global Telecommunications Conference
CountryTaiwan, Province of China
CityTaipei
Period02/11/1702/11/21

Fingerprint

Fading channels
scattering
Scattering
Detectors
simulation
antenna
Radial basis function networks
Quadrature phase shift keying
Mean square error
Bit error rate
Maximum likelihood
Modulation
Antennas
detection
detector
rate
laboratory
effect

All Science Journal Classification (ASJC) codes

  • Electrical and Electronic Engineering
  • Global and Planetary Change

Cite this

Ko, K. B., Kim, T., Choi, S., Kang, C., & Hong, D. (2002). A novel RBF-based detector for MIMO systems over rich-scattering fading channels. 434-438. Paper presented at GLOBECOM'02 - IEEE Global Telecommunications Conference, Taipei, Taiwan, Province of China.
Ko, Kyun Byoung ; Kim, Taeyoung ; Choi, Sooyong ; Kang, Changeon ; Hong, Daesik. / A novel RBF-based detector for MIMO systems over rich-scattering fading channels. Paper presented at GLOBECOM'02 - IEEE Global Telecommunications Conference, Taipei, Taiwan, Province of China.5 p.
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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 (i.e. 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.",
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Ko, KB, Kim, T, Choi, S, Kang, C & Hong, D 2002, 'A novel RBF-based detector for MIMO systems over rich-scattering fading channels' Paper presented at GLOBECOM'02 - IEEE Global Telecommunications Conference, Taipei, Taiwan, Province of China, 02/11/17 - 02/11/21, pp. 434-438.

A novel RBF-based detector for MIMO systems over rich-scattering fading channels. / Ko, Kyun Byoung; Kim, Taeyoung; Choi, Sooyong; Kang, Changeon; Hong, Daesik.

2002. 434-438 Paper presented at GLOBECOM'02 - IEEE Global Telecommunications Conference, Taipei, Taiwan, Province of China.

Research output: Contribution to conferencePaper

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T1 - A novel RBF-based detector for MIMO systems over rich-scattering fading channels

AU - Ko, Kyun Byoung

AU - Kim, Taeyoung

AU - Choi, Sooyong

AU - Kang, Changeon

AU - Hong, Daesik

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N2 - 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 (i.e. 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.

AB - 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 (i.e. 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.

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Ko KB, Kim T, Choi S, Kang C, Hong D. A novel RBF-based detector for MIMO systems over rich-scattering fading channels. 2002. Paper presented at GLOBECOM'02 - IEEE Global Telecommunications Conference, Taipei, Taiwan, Province of China.