RT Journal Article SR Electronic A1 Shepitko, Taisiya V. A1 Shepitko, Elena S. A1 Afanasev, Vladimir S. T1 Computer Simulation Models for Consideration of Seasonal Trends Influence on the Structural Dynamics of Bridges JF Communications - Scientific Letters of the University of Zilina YR 2019 VO 21 IS 2 SP 75 OP 80 DO 10.26552/com.C.2019.2.75-80 UL https://komunikacie.uniza.sk/artkey/csl-201902-0011.php 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.