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Identification of Mobile Phones Using the Built-In Magnetometers Stimulated by Motion Patterns.
Gianmarco Baldini1,2, Franc Dimc3, Roman Kamnik4
1European Commission, Joint Research Centre, Ispra 21027, Italy. gianmarco.baldini@ec.europa.eu.
Mobile phones can be identified using their built-in magnetometers, leveraging unique physical differences. While distinguishing between different phone models is accurate, identifying individual phones of the same model remains challenging.
Area of Science:
- Electrical Engineering
- Computer Science
- Cybersecurity
Background:
- Mobile phones contain built-in magnetometers, electronic components widely deployed in mass-market devices.
- Physical variations in these magnetometers result in unique digital outputs, enabling device identification.
- Prior research has explored identifying phones via cameras, microphones, and RF components.
Purpose of the Study:
- To investigate the feasibility of uniquely identifying mobile phones using their internal magnetometers.
- To develop an inexpensive method for stimulating and analyzing magnetometer output for device fingerprinting.
Main Methods:
- An experimental setup was designed with a rotating platform for the mobile phone and a fixed magnet.
- Magnetometer data was recorded as the phone passed the magnet, with experiments repeated over six days for consistency.
- Statistical features were extracted from synchronized and correlated magnetometer outputs to create device fingerprints.
- A Support Vector Machine (SVM) machine learning algorithm was employed for classification.
Main Results:
- Accurate classification was achieved between different mobile phone models and brands (inter-model).
- Classification accuracy for individual phones of the same model (intra-model) was only slightly better than random chance.
- The findings highlight the potential and limitations of magnetometer-based mobile phone identification.
Conclusions:
- Mobile phone identification via built-in magnetometers is feasible, particularly for differentiating between models.
- Intra-model identification presents significant challenges due to subtle variations within the same model.
- Further research may be needed to improve the accuracy of identifying individual devices of the same model.
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