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. 2018 Jun 11;8:8912. doi: 10.1038/s41598-018-27169-8

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© The Author(s) 2018

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.

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The SNN architecture, which contains several modules: input spike-time data encoding; a 3D SNN reservoir for unsupervised learning; a SNN classification/regression module using RO and STDP for supervised learning; gene regulatory network (GRN) as a system parameter optimisation model (optional and not used in the current paper). The Figure was drawn by authors Z.G. and M.D.