Implementing artificial neural networks through bionic construction

PloS One
Hu HeLiya Dong

Abstract

It is evident through biology research that, biological neural network could be implemented through two means: by congenital heredity, or by posteriority learning. However, traditionally, artificial neural network, especially the Deep learning Neural Networks (DNNs) are implemented only through exhaustive training and learning. Fixed structure is built, and then parameters are trained through huge amount of data. In this way, there are a lot of redundancies in the implemented artificial neural network. This redundancy not only requires more effort to train the network, but also costs more computing resources when used. In this paper, we proposed a bionic way to implement artificial neural network through construction rather than training and learning. The hierarchy of the neural network is designed according to analysis of the required functionality, and then module design is carried out to form each hierarchy. We choose the Drosophila's visual neural network as a test case to verify our method's validation. The results show that the bionic artificial neural network built through our method could work as a bionic compound eye, which can achieve the detection of the object and their movement, and the results are better on some p...Continue Reading

References

Jan 23, 1996·Proceedings of the National Academy of Sciences of the United States of America·C S Zuker
Apr 12, 2008·Current Biology : CB·Javier Morante, Claude Desplan
Jul 25, 2013·Cell Adhesion & Migration·Yan Zhu
Aug 9, 2013·Nature·Richard H Masland
Feb 7, 2014·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Alex S MaussAlexander Borst
Dec 3, 2014·Neural Networks : the Official Journal of the International Neural Network Society·Jürgen Schmidhuber
Apr 7, 2017·Scientific Reports·Elisa RigosiDavid C O'Carroll

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Citations

Jul 25, 2019·Frontiers in Neuroscience·Hu HeZenghao Chai
Apr 8, 2021·Physica Medica : PM : an International Journal Devoted to the Applications of Physics to Medicine and Biology : Official Journal of the Italian Association of Biomedical Physics (AIFB)·Luigi MancoLidia Strigari

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Software Mentioned

COBRA
Co
Operation of Biology Related Algorithms ( COBRA )
AlphaGo DLNN

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