Abstract

There are many uses for drones, such as photography, hobbies, and the military. Most drone incidents are caused by bird attacks, collide with other drones, and malfunctioning systems. Sometimes the drone may have a malfunctioning system caused by sensor failure, a broken motor, or CPU failure. This can cause an accident. Therefore, a forensic investigation supports the authorities investigate the malfunctioning drone caused. Most drone malfunctions begin with abnormally functioning motherboard components. This event triggered a malfunctioning system. In this research, this paper introduce the use of the Transformer to support the forensic investigation of a drone engine failure. This leads to the use of Transformer and its variants, particularly Informer and FEDformer. According to the experimental results, the Transformer obtains the highest F1 score value of 93.04 %.

Original languageEnglish
Title of host publicationInternational Conference on Smart Systems for Applications in Electrical Sciences, ICSSES 2023
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798350347296
DOIs
Publication statusPublished - 2023
Event2023 International Conference on Smart Systems for Applications in Electrical Sciences, ICSSES 2023 - Tumakuru, India
Duration: 7 Jul 20238 Jul 2023

Publication series

NameInternational Conference on Smart Systems for Applications in Electrical Sciences, ICSSES 2023

Conference

Conference2023 International Conference on Smart Systems for Applications in Electrical Sciences, ICSSES 2023
Country/TerritoryIndia
CityTumakuru
Period7/07/238/07/23

Keywords

  • FEDformer
  • Informer
  • Transformer
  • drone forensics
  • forensic investigation
  • infrastructure
  • malfunctions

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