TechRxiv
Time Series to 2D Image Classification.pdf (630.3 kB)
Download file

Analysing Gas Data using Deep Learning and 2D Gramian Angular Fields

Download (630.3 kB)
preprint
posted on 2022-08-30, 12:36 authored by Muhammad JaleelMuhammad Jaleel

The used dataset is available publically at the UCI repository for the experiments. In this work Dynamic mixture of gases, the dataset is used for the classification, where this time series dataset is converted to 2D GAF representation and then classify by using the ALexNet classifier. Further, the 1D time series dataset is classified by using deep learning architecture named GasNEt0CNN. 

History

Email Address of Submitting Author

muhammadjaleel88@gmail.com

Submitting Author's Institution

De Montfort University Leicester

Submitting Author's Country

  • United Kingdom

Usage metrics

    Licence

    Exports