LSTM-SNP: A long short-term memory model inspired from spiking neural P systems

作者：

Highlights：

• We propose a parameterised nonlinear SNP system.

• We propose a variant of RNN, called LSTM-SNP model.

• We develop a new prediction model for time series.

摘要

•We propose a parameterised nonlinear SNP system.•We propose a variant of RNN, called LSTM-SNP model.•We develop a new prediction model for time series.

论文关键词：Spiking neural P systems,Spiking neurons,Long short-term memory,Time series forecasting

论文评审过程：Received 5 June 2021, Revised 20 October 2021, Accepted 26 October 2021, Available online 29 October 2021, Version of Record 8 November 2021.

论文官网地址：https://doi.org/10.1016/j.knosys.2021.107656