TY - GEN A1 - Aftowicz, Marcin A1 - Kabin, Ievgen A1 - Dyka, Zoya A1 - Langendörfer, Peter T1 - Non-Profiled Unsupervised Horizontal Iterative Attack against Hardware Elliptic Curve Scalar Multiplication Using Machine Learning T2 - Future Internet N2 - While IoT technology makes industries, cities, and homes smarter, it also opens the door to security risks. With the right equipment and physical access to the devices, the attacker can leverage side-channel information, like timing, power consumption, or electromagnetic emanation, to compromise cryptographic operations and extract the secret key. This work presents a side channel analysis of a cryptographic hardware accelerator for the Elliptic Curve Scalar Multiplication operation, implemented in a Field-Programmable Gate Array and as an Application-Specific Integrated Circuit. The presented framework consists of initial key extraction using a state-of-the-art statistical horizontal attack and is followed by regularized Artificial Neural Networks, which take, as input, the partially incorrect key guesses from the horizontal attack and correct them iteratively. The initial correctness of the horizontal attack, measured as the fraction of correctly extracted bits of the secret key, was improved from 75% to 98% by applying the iterative learning. KW - side channel analysis KW - machine learning KW - horizontal attack KW - non-profiled attack KW - FPGA KW - ASIC Y1 - 2024 U6 - https://doi.org/10.3390/fi16020045 SN - 1999-5903 VL - 16 IS - 2 ER - TY - GEN A1 - Natarov, Roman A1 - Sudakov, Oleksandr A1 - Dyka, Zoya A1 - Kabin, Ievgen A1 - Maksymyuk, O. A1 - Iegorova, O. A1 - Krishtal, Oleg A. A1 - Langendörfer, Peter T1 - Resilience Aspects in Distributed Wireless Electroencephalographic Sampling T2 - 2020 9th Mediterranean Conference on Embedded Computing (MECO) Y1 - 2020 SN - 978-1-7281-6949-1 SN - 978-1-7281-6947-7 U6 - https://doi.org/10.1109/MECO49872.2020.9134157 ER - TY - GEN A1 - Natarov, Roman A1 - Dyka, Zoya A1 - Bohovyk, R. A1 - Fedoriuk, M. A1 - Isaev, Dmytro S. A1 - Sudakov, Oleksandr A1 - Maksymyuk, O. A1 - Krishtal, Oleg A. A1 - Langendörfer, Peter T1 - Artefacts in EEG Signals Epileptic Seizure Prediction using Edge Devices T2 - International Conference on Cyber-Physical Systems and Internet-of-Things (CPS & IoT 2020) Y1 - 2020 SN - 978-1-7281-6949-1 SN - 978-1-7281-6950-7 U6 - https://doi.org/10.1109/MECO49872.2020.9134076 ER - TY - GEN A1 - Mykytyn, Pavlo A1 - Kabin, Ievgen A1 - Dyka, Zoya A1 - Langendörfer, Peter T1 - Ensuring a Secure Communication Between a GCS and a UAV via the MAVlink Protocol T2 - Proc. 33rd Crypto-Day Matters 2021, (2021) Y1 - 2021 U6 - https://doi.org/10.18420/cdm-2021-33-21 ER - TY - GEN A1 - Mykytyn, Pavlo A1 - Brzozowski, Marcin A1 - Dyka, Zoya A1 - Langendörfer, Peter T1 - GPS-Spoofing Attack Detection Mechanism for UAV Swarms T2 - 12th Mediterranean Conference on Embedded Computing (MECO) Y1 - 2023 SN - 979-8-3503-2290-3 SN - 979-8-3503-2291-0 U6 - https://doi.org/10.1109/MECO58584.2023.10154998 SN - 2637-9511 ER - TY - GEN A1 - Mykytyn, Pavlo A1 - Brzozowski, Marcin A1 - Dyka, Zoya A1 - Langendörfer, Peter T1 - Jamming Detection for IR-UWB Ranging Technology in Autonomous UAV Swarms T2 - 2021 10th Mediterranean Conference on Embedded Computing (MECO) Y1 - 2021 SN - 978-1-6654-2989-4 SN - 978-1-6654-3912-1 U6 - https://doi.org/10.1109/MECO52532.2021.9460250 SN - 2637-9511 ER -