Online artificial neural network equalization for a visible light communications system with an organic light emitting diode based transmitter

Paul Anthony Haigh; Zabih Ghassemlooy; Ioannis Papakonstantinou; Sujan Rajbhandari

doi:10.1109/NOC-OCI.2013.6582882

Online artificial neural network equalization for a visible light communications system with an organic light emitting diode based transmitter

Paul Anthony Haigh
, Zabih Ghassemlooy
, Ioannis Papakonstantinou
, Sujan Rajbhandari

Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

4 Citations (Scopus)

Abstract

This paper presents the use of a digital signal processor (DSP) to implement an artificial neural network (ANN) equalizer in an organic light emitting diode (OLED) based visible light communications (VLC) system for the first time. The ANN is used to counteract the inter-symbol interference (ISI) experienced when the transmission rate exceeds the system modulation bandwidth. The link is made up of an OLED as transmitter with a silicon photodetector as receiver. The bandwidth off the OLED is 93 kHz, enforcing a low pass transfer function on the system. The bit rate achieved is 500 kb/s, which agrees well with similar systems that have been processed with MATLAB.

Original language	English
Title of host publication	Proceedings of the 2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013
Pages	153-158
Number of pages	6
DOIs	https://doi.org/10.1109/NOC-OCI.2013.6582882
Publication status	Published - 17 Sept 2013
Event	2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013 - Graz, United Kingdom Duration: 10 Jul 2013 → 12 Jul 2013

Conference

Conference	2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013
Country/Territory	United Kingdom
City	Graz
Period	10/07/13 → 12/07/13

Keywords

Artificial neural networks
digital signal processors
organic light emitting diodes
visible light communications

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10.1109/NOC-OCI.2013.6582882

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Haigh, P. A., Ghassemlooy, Z., Papakonstantinou, I., & Rajbhandari, S. (2013). Online artificial neural network equalization for a visible light communications system with an organic light emitting diode based transmitter. In Proceedings of the 2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013 (pp. 153-158). Article 6582882 https://doi.org/10.1109/NOC-OCI.2013.6582882

Haigh, Paul Anthony ; Ghassemlooy, Zabih ; Papakonstantinou, Ioannis et al. / Online artificial neural network equalization for a visible light communications system with an organic light emitting diode based transmitter. Proceedings of the 2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013. 2013. pp. 153-158

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title = "Online artificial neural network equalization for a visible light communications system with an organic light emitting diode based transmitter",

abstract = "This paper presents the use of a digital signal processor (DSP) to implement an artificial neural network (ANN) equalizer in an organic light emitting diode (OLED) based visible light communications (VLC) system for the first time. The ANN is used to counteract the inter-symbol interference (ISI) experienced when the transmission rate exceeds the system modulation bandwidth. The link is made up of an OLED as transmitter with a silicon photodetector as receiver. The bandwidth off the OLED is 93 kHz, enforcing a low pass transfer function on the system. The bit rate achieved is 500 kb/s, which agrees well with similar systems that have been processed with MATLAB.",

keywords = "Artificial neural networks, digital signal processors, organic light emitting diodes, visible light communications",

author = "Haigh, \{Paul Anthony\} and Zabih Ghassemlooy and Ioannis Papakonstantinou and Sujan Rajbhandari",

year = "2013",

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booktitle = "Proceedings of the 2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013",

note = "2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013 ; Conference date: 10-07-2013 Through 12-07-2013",

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Haigh, PA, Ghassemlooy, Z, Papakonstantinou, I & Rajbhandari, S 2013, Online artificial neural network equalization for a visible light communications system with an organic light emitting diode based transmitter. in Proceedings of the 2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013., 6582882, pp. 153-158, 2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013, Graz, United Kingdom, 10/07/13. https://doi.org/10.1109/NOC-OCI.2013.6582882

Online artificial neural network equalization for a visible light communications system with an organic light emitting diode based transmitter. / Haigh, Paul Anthony; Ghassemlooy, Zabih; Papakonstantinou, Ioannis et al.
Proceedings of the 2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013. 2013. p. 153-158 6582882.

Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

TY - GEN

T1 - Online artificial neural network equalization for a visible light communications system with an organic light emitting diode based transmitter

AU - Haigh, Paul Anthony

AU - Ghassemlooy, Zabih

AU - Papakonstantinou, Ioannis

AU - Rajbhandari, Sujan

PY - 2013/9/17

Y1 - 2013/9/17

N2 - This paper presents the use of a digital signal processor (DSP) to implement an artificial neural network (ANN) equalizer in an organic light emitting diode (OLED) based visible light communications (VLC) system for the first time. The ANN is used to counteract the inter-symbol interference (ISI) experienced when the transmission rate exceeds the system modulation bandwidth. The link is made up of an OLED as transmitter with a silicon photodetector as receiver. The bandwidth off the OLED is 93 kHz, enforcing a low pass transfer function on the system. The bit rate achieved is 500 kb/s, which agrees well with similar systems that have been processed with MATLAB.

AB - This paper presents the use of a digital signal processor (DSP) to implement an artificial neural network (ANN) equalizer in an organic light emitting diode (OLED) based visible light communications (VLC) system for the first time. The ANN is used to counteract the inter-symbol interference (ISI) experienced when the transmission rate exceeds the system modulation bandwidth. The link is made up of an OLED as transmitter with a silicon photodetector as receiver. The bandwidth off the OLED is 93 kHz, enforcing a low pass transfer function on the system. The bit rate achieved is 500 kb/s, which agrees well with similar systems that have been processed with MATLAB.

KW - Artificial neural networks

KW - digital signal processors

KW - organic light emitting diodes

KW - visible light communications

UR - https://www.scopus.com/pages/publications/84883781132

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DO - 10.1109/NOC-OCI.2013.6582882

M3 - Conference Contribution (Conference Proceeding)

AN - SCOPUS:84883781132

SN - 9781467358224

SP - 153

EP - 158

BT - Proceedings of the 2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013

T2 - 2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013

Y2 - 10 July 2013 through 12 July 2013

ER -

Haigh PA, Ghassemlooy Z, Papakonstantinou I, Rajbhandari S. Online artificial neural network equalization for a visible light communications system with an organic light emitting diode based transmitter. In Proceedings of the 2013 18th European Conference on Network and Optical Communications, NOC 2013 and 2013 8th Conference on Optical Cabling and Infrastructure, OC and I 2013. 2013. p. 153-158. 6582882 doi: 10.1109/NOC-OCI.2013.6582882

Online artificial neural network equalization for a visible light communications system with an organic light emitting diode based transmitter

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