Information Security in the Market-Oriented Operation of The "Yixin Europe" China Europe Freight Train Based on Improved ESN Algorithm

Abstract

In order to improve the scientific of the market-oriented operation mechanism of "Yi-Xin-Europe" China-Europe train, this paper combines intelligent methods to analyze the market-oriented operation mechanism and implementation strategy of "Yi-Xin-Europe" China-Europe train. This paper presents the mathematical principles and algorithm flow of two online training algorithms, ESN-LMS and ESN-RLS. Moreover, this paper designs a set of experiments to verify the good nonlinear approximation ability of ESN, and uses the classical ridge regression algorithm and two online training algorithms to predict the Mackey-Glass nonlinear time series. In addition, this paper applies the improved algorithm to the market-oriented operation mechanism of "Yi-Xin-Europe" China-Europe train. Through experimental research, we can see that the market-oriented operation mechanism of "Yi-Xin-Europe" China-Europe train proposed in this paper has a good effect.