Performance Evaluation of Various Training Algorithms for ANN Equalization in Visible Light Communications with an Organic LED
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F19%3A00332462" target="_blank" >RIV/68407700:21230/19:00332462 - isvavai.cz</a>
Result on the web
<a href="https://ieeexplore.ieee.org/document/8770203" target="_blank" >https://ieeexplore.ieee.org/document/8770203</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/WACOWC.2019.8770203" target="_blank" >10.1109/WACOWC.2019.8770203</a>
Alternative languages
Result language
angličtina
Original language name
Performance Evaluation of Various Training Algorithms for ANN Equalization in Visible Light Communications with an Organic LED
Original language description
This paper evaluates the effect of training algorithms in an artificial neural network (ANN) equalizer for a feedforward multi-layer perceptron configuration in visible light communication systems using a low bandwidth organic light source. We test the scaled conjugate-gradient, conjugate-gradient backpropagation and Levenberg-Marquardt back propagation (LM) algorithms with 5, 10, 20, 30, and 40 neurons. We show that, LM offers superior bit error rate performance in comparison to other training algorithms based on the mean square error. The training methods can be selected based on the trade-off between complexity and performance.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
20201 - Electrical and electronic engineering
Result continuities
Project
<a href="/en/project/GA17-17538S" target="_blank" >GA17-17538S: Combined Radio Frequency and Visible Light Bands for Device-to-Device communication</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2019
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings of the 2nd West Asian Colloquium on Optical Wireless Communications 2019
ISBN
978-1-7281-3767-4
ISSN
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e-ISSN
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Number of pages
5
Pages from-to
11-15
Publisher name
IEEE
Place of publication
Piscataway, NJ
Event location
Tehrán
Event date
Apr 27, 2019
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000493110800003