Protection of the Digital Circuitry of a Single-Slope ADC Against Side-Channel Attacks

Analog-to-digital converters are necessary to interpret the continuous world in digitized format, and side-channel attacks on ADCs can reveal such digital data.Single-slope ADCs constitute an important class of devices which require protection, and this work proposes two techniques to resist classification of power traces by Convolutional Neural Networks. The first technique is duplication of toggle detection circuitry together with a dummy register array to mask comparator activity in the power trace.The second technique is to randomize the activation time of the comparator based on a secondary ramp signal with a dynamically varying slope. Both techniques reduce classification accuracy of all digital bits to near random guessing, with the first performing slightly better with lower area overhead.

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Published
2025-08-04
DOI
https://doi.org/10.1109/csr64739.2025.11130145
Primary Topic
Physical Unclonable Functions (PUFs) and Hardware Security
Type
article
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article

Protection of the Digital Circuitry of a Single-Slope ADC Against Side-Channel Attacks

Kemal Ozanoglu, Khursheed Ahmad, Günhan Dündar, Vincent J. Mooney et al.
Physical Unclonable Functions (PUFs) and Hardware Security
article

Protection of the Digital Circuitry of a Single-Slope ADC Against Side-Channel Attacks

Kemal Ozanoglu, Khursheed Ahmad, Günhan Dündar, Vincent J. Mooney, Hyunsoo Yang, JH Yang, E. Öztürk, Ceyda Körpe, Kanishk Tihaiya, Ryanh Tran
article en

Abstract

Analog-to-digital converters are necessary to interpret the continuous world in digitized format, and side-channel attacks on ADCs can reveal such digital data.Single-slope ADCs constitute an important class of devices which require protection, and this work proposes two techniques to resist classification of power traces by Convolutional Neural Networks. The first technique is duplication of toggle detection circuitry together with a dummy register array to mask comparator activity in the power trace.The second technique is to randomize the activation time of the comparator based on a secondary ramp signal with a dynamically varying slope. Both techniques reduce classification accuracy of all digital bits to near random guessing, with the first performing slightly better with lower area overhead.

MEF University (TR), Georgia Institute of Technology (US)
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Openalex Percentile: Top 76%
Physical Unclonable Functions (PUFs) and Hardware Security
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Protection of the Digital Circuitry of a Single-Slope ADC Against Side-Channel Attacks — Kemal Ozanoglu, Khursheed Ahmad, et al. · (2025) | TGRS Research Map | TGRS