International Journal of Advances in Electronics and Computer Science ( IJAECS )
A highly rated peer reviewed monthly International Journal
Editor-in-Chief : Dr. P. Suresh
Contact Person : Technical Editor
Contact Mail : [email protected]  
Current Issue : Volume-11,Issue-2  ( Feb, 2024 ) View More
Journal Impact Factor : 2.68 View More

Journal Info
Publisher:IRAJ
ISSN (p): 2394-2835
Issues /Year :12
Stay up-to-date
Register your interests and receive email alerts tailored to your needs
Follow us
facebook twitter linked in

Paper Detail


Paper Title
Flight Delay Prediction Based on Meteorological Factors using Deep Learning Models

Abstract
Aviation industry is one of the largest industries in the world. Delays caused in these services are not only an inconvenience to the passengers but also tend to result in huge damages for the airlines. When delays occur, it brings uncertainty into the passenger’s arrival time. Authorizing conventional approaches and analysis techniques does not guarantee the accuracy of the prediction. This research work is to predict the flight delay occurring due to meteorological factors in both USA and Indian aviation by employing deep learning algorithms. The research is carried out using a flight delay data set and different algorithms such as LSTM and Bi-LSTM are employed to produce the result. We are able to obtain a MAE score of around 76.41 for USA and 12.97 for India and RMSE score of 123.87 for USA and 23.21 for India. These scores are much better than most machine learning algorithms such as linear regression. Keywords - Deep Learning, Flight Delay Prediction, Weather, LSTM, Bi-LSTM


Author - Neema Joju, Michael Moses T

Published : Volume-10,Issue-6  ( Jun, 2023 )


DOIONLINE Number - IJAECS-IRAJ-DOIONLINE-19862   View Here

| PDF |
Viewed - 14
| Published on 2023-10-18
   
   
PAST ISSUES
Volume-11,Issue-1  ( Jan, 2024 )
Volume-10,Issue-12  ( Dec, 2023 )
Volume-10,Issue-11  ( Nov, 2023 )
Volume-10,Issue-10  ( Oct, 2023 )
Volume-10,Issue-9  ( Sep, 2023 )
Volume-10,Issue-8  ( Aug, 2023 )
Volume-10,Issue-7  ( Jul, 2023 )
Volume-10,Issue-6  ( Jun, 2023 )
Volume-10,Issue-5  ( May, 2023 )
Volume-10,Issue-4  ( Apr, 2023 )
Journal Indexed