TY - GEN
T1 - Forensic Investigation of Drone Malfunctions with Transformer
AU - Editya, Arda Surya
AU - Ahmad, Tohari
AU - Studiawan, Hudan
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - 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 %.
AB - 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 %.
KW - FEDformer
KW - Informer
KW - Transformer
KW - drone forensics
KW - forensic investigation
KW - infrastructure
KW - malfunctions
UR - http://www.scopus.com/inward/record.url?scp=85168309252&partnerID=8YFLogxK
U2 - 10.1109/ICSSES58299.2023.10199237
DO - 10.1109/ICSSES58299.2023.10199237
M3 - Conference contribution
AN - SCOPUS:85168309252
T3 - International Conference on Smart Systems for Applications in Electrical Sciences, ICSSES 2023
BT - International Conference on Smart Systems for Applications in Electrical Sciences, ICSSES 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2023 International Conference on Smart Systems for Applications in Electrical Sciences, ICSSES 2023
Y2 - 7 July 2023 through 8 July 2023
ER -