Time Series Prediction From Commercial Aircraft Acceleration Sensor Data with Deep Neural Networks: A Benchmark Study


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Düdükçü H. V., Taşkıran M.

in: Academic Studies in Engineering, Prof. Dr. Çoşkun Özalp;,Doç. Dr. Savaş Bayram;,Doç. Dr. Mahmut Kayar, Editor, Gece Kitaplığı, Ankara, pp.33-46, 2023

  • Publication Type: Book Chapter / Chapter Research Book
  • Publication Date: 2023
  • Publisher: Gece Kitaplığı
  • City: Ankara
  • Page Numbers: pp.33-46
  • Editors: Prof. Dr. Çoşkun Özalp;,Doç. Dr. Savaş Bayram;,Doç. Dr. Mahmut Kayar, Editor
  • Yıldız Technical University Affiliated: Yes

Abstract

Within the scope of this study, sensor data prediction was performed with the body longitudinal acceleration data of the flight sensor data set published by NASA for Flight Operations Quality Assurance (FOQA) studies. For this purpose, the sensor data of five different models using three different deep learning architectures were compared for the prospective estimation and the results were shared with the researchers