PT - JOURNAL ARTICLE AU - Shepitko, Taisiya V. AU - Shepitko, Elena S. AU - Afanasev, Vladimir S. TI - Computer Simulation Models for Consideration of Seasonal Trends Influence on the Structural Dynamics of Bridges DP - 2019 May 24 TA - Communications - Scientific Letters of the University of Zilina PG - 75--80 VI - 21 IP - 2 AID - 10.26552/com.C.2019.2.75-80 IS - 13354205 AB - Elimination of seasonality temperature trends in a structural health monitoring of bridges is considered in the article. On example of a beam bridge, eigenfrequencies are plotted against seasonal fluctuations of environmental temperature. Next, analysis of a time series, formed from a data of frequency changes in the bridge, was made. To describe the time series, two different methods were implemented: ARIMA model based on a statistical relationship between the data and LSTM model of a recurrent neural network.