TY - JOUR
T1 - Statistical Test Methodology for Evaluating Electromagnetic Information Leakage from Mobile Touchscreen Devices
AU - Yli Maeyry, Ville Oskari
AU - Miyata, Daisuke
AU - Homma, Naofumi
AU - Hayashi, Yu-Ichi
AU - Aoki, Takafumi
N1 - Funding Information:
Manuscript received March 22, 2018; revised July 4, 2018; accepted July 29, 2018. Date of publication April 24, 2019; date of current version August 13, 2019. This work was supported by the Grants-in-Aid for Scientific Research (KAKENHI) under Grants 17H00729 and 16H02831. (Corresponding author: Ville Yli-Mäyry.) V. Yli-Mäyry, D. Miyata, N. Homma, and T. Aoki are with Tohoku University, Sendai 980-8577, Japan (e-mail:, ville@riec.tohoku.ac.jp; miyata-d@ riec.tohoku.ac.jp; homma@riec.tohoku.ac.jp; aoki@aoki.ecei.tohoku.ac.jp).
Publisher Copyright:
© 1964-2012 IEEE.
PY - 2019/8
Y1 - 2019/8
N2 - This paper presents a statistical-test-based methodology for evaluating the electromagnetic (EM) emanations from mobile touchscreen devices. These EM emanations potentially contain information that can be exploited to reconstruct screen images of the device remotely. The proposed method evaluates the threat of such EM-based information leakage by performing a statistical test of measured EM waves and environmental noise without performing ad-hoc screen restoration or image processing. In particular, we employ the Kolmogorov-Smirnov test, a nonparametric statistical test method, to compare two distributions of radiated EM waves: one that potentially contains screen information and another with environmental noise. In addition, this paper demonstrates the validity of our methodology via experiments involving authentic tablet devices in real-world settings and discusses a possible method to determine the confidence interval that can be adopted as a criterion for security evaluation depending on the environment.
AB - This paper presents a statistical-test-based methodology for evaluating the electromagnetic (EM) emanations from mobile touchscreen devices. These EM emanations potentially contain information that can be exploited to reconstruct screen images of the device remotely. The proposed method evaluates the threat of such EM-based information leakage by performing a statistical test of measured EM waves and environmental noise without performing ad-hoc screen restoration or image processing. In particular, we employ the Kolmogorov-Smirnov test, a nonparametric statistical test method, to compare two distributions of radiated EM waves: one that potentially contains screen information and another with environmental noise. In addition, this paper demonstrates the validity of our methodology via experiments involving authentic tablet devices in real-world settings and discusses a possible method to determine the confidence interval that can be adopted as a criterion for security evaluation depending on the environment.
KW - Electromagnetic (EM) analysis
KW - electromagnetic information leakage
KW - hardware security
KW - security evaluation
KW - statistical test
UR - http://www.scopus.com/inward/record.url?scp=85070897787&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85070897787&partnerID=8YFLogxK
U2 - 10.1109/TEMC.2018.2866553
DO - 10.1109/TEMC.2018.2866553
M3 - Article
AN - SCOPUS:85070897787
VL - 61
SP - 1107
EP - 1114
JO - IEEE Transactions on Electromagnetic Compatibility
JF - IEEE Transactions on Electromagnetic Compatibility
SN - 0018-9375
IS - 4
M1 - 8698818
ER -