Artificial intelligence

Scientific journal

ISSN 2710-1673

ONLINE: ISSN 2710-1681

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Construction of Ensemble of Neural Network for Spacecraft Telemetry Multivariate Time Series Forecasting

Marushko Y.1, Doudkin A.1
1 United Institute of Informatics Problems of the National Academy of Sciences of Belarus

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UDC: 004.032.26
Publication Language: Russian
Stuc. intelekt. 2016; 21(3):59-67

Abstract: In this paper, we propose an approach to solving the problem of forecasting multivariate time series of telemetry data using ensemble neural networks. Approaches to the construction of neural network en-sembles are analyzed and accuracy of prediction is evaluated. It is studied a possibility of training the neural network ensembles for reducing errors of multivariate time series forecasting.

Keywords: Forecasting, artificial neural network, ensemble of neural networks, telemetry, multivari-ate time series

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