Nathan Costa, Shih-Yuan Yu, Arnav Malawade, Mohammad Al Faruque

This dataset contains multimodal sensor data collected from side-channels while printing several types of objects on an Ultimaker 3 3D printer. Our related research paper titled "Sabotage Attack Detection for Additive Manufacturing Systems" can be found here: https://doi.org/10.1109/ACCESS.2020.2971947. In our work, we demonstrate that this sensor data can be used with machine learning algorithms to detect sabotage attacks on the 3D printer.

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[1] Nathan Costa, Shih-Yuan Yu, Arnav Malawade, Sujit Chhetri, Mohammad Al Faruque, "SideChannel-3D: Acoustic, Vibration, Magnetic, and Power Side-Channel 3D Printer Dataset", IEEE Dataport, 2021. [Online]. Available: http://dx.doi.org/10.21227/j6cw-y314. Accessed: Jul. 01, 2022.
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doi = {10.21227/j6cw-y314},
url = {http://dx.doi.org/10.21227/j6cw-y314},
author = {Nathan Costa; Shih-Yuan Yu; Arnav Malawade; Sujit Chhetri; Mohammad Al Faruque },
publisher = {IEEE Dataport},
title = {SideChannel-3D: Acoustic, Vibration, Magnetic, and Power Side-Channel 3D Printer Dataset},
year = {2021} }
TY - DATA
T1 - SideChannel-3D: Acoustic, Vibration, Magnetic, and Power Side-Channel 3D Printer Dataset
AU - Nathan Costa; Shih-Yuan Yu; Arnav Malawade; Sujit Chhetri; Mohammad Al Faruque
PY - 2021
PB - IEEE Dataport
UR - 10.21227/j6cw-y314
ER -
Nathan Costa, Shih-Yuan Yu, Arnav Malawade, Sujit Chhetri, Mohammad Al Faruque. (2021). SideChannel-3D: Acoustic, Vibration, Magnetic, and Power Side-Channel 3D Printer Dataset. IEEE Dataport. http://dx.doi.org/10.21227/j6cw-y314
Nathan Costa, Shih-Yuan Yu, Arnav Malawade, Sujit Chhetri, Mohammad Al Faruque, 2021. SideChannel-3D: Acoustic, Vibration, Magnetic, and Power Side-Channel 3D Printer Dataset. Available at: http://dx.doi.org/10.21227/j6cw-y314.
Nathan Costa, Shih-Yuan Yu, Arnav Malawade, Sujit Chhetri, Mohammad Al Faruque. (2021). "SideChannel-3D: Acoustic, Vibration, Magnetic, and Power Side-Channel 3D Printer Dataset." Web.
1. Nathan Costa, Shih-Yuan Yu, Arnav Malawade, Sujit Chhetri, Mohammad Al Faruque. SideChannel-3D: Acoustic, Vibration, Magnetic, and Power Side-Channel 3D Printer Dataset [Internet]. IEEE Dataport; 2021. Available from : http://dx.doi.org/10.21227/j6cw-y314
Nathan Costa, Shih-Yuan Yu, Arnav Malawade, Sujit Chhetri, Mohammad Al Faruque. "SideChannel-3D: Acoustic, Vibration, Magnetic, and Power Side-Channel 3D Printer Dataset." doi: 10.21227/j6cw-y314