@article{ART003266070},
author={HeeSeok Choi},
title={Real-Time AI Inference Method for Verification of Vehicle Sudden Unintended Acceleration (SUA)},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={11},
pages={71-78}
TY - JOUR
AU - HeeSeok Choi
TI - Real-Time AI Inference Method for Verification of Vehicle Sudden Unintended Acceleration (SUA)
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 11
PB - The Korean Society Of Computer And Information
SP - 71
EP - 78
SN - 1598-849X
AB - In recent years, the number of sudden unintended acceleration (SUA) incidents has been steadily increasing, and research and discussions are actively taking place in many countries, including Korea.
Moreover, as drivers involved in accidents caused by pedal misapplication often claim SUA by default, there is a growing need for solutions that can clearly distinguish between technical failure and pedal misapplication. To address this need, this paper presents a foundational study on a cloud-based AI solution for the verification of SUA incidents from the consumer perspective. Specifically, the proposed solution measures the displacement of the brake and accelerator pedals at the exact moment of SUA. In addition, a pedal camera is installed to monitor the driver’s pedal operation, while real-time AI inference results are recorded and stored. As a result, the findings of this study are expected to contribute to the development of more reliable SUA verification systems. Furthermore, the proposed approach can serve as a fundamental dataset for improving driver pedal image data processing in future research.
KW - Edge AI;Sudden Unintended Acceleration (SUA);Real-Time Inference;;Convolutional Neural Network (CNN);Cloud Computing
DO -
UR -
ER -
HeeSeok Choi. (2025). Real-Time AI Inference Method for Verification of Vehicle Sudden Unintended Acceleration (SUA). Journal of The Korea Society of Computer and Information, 30(11), 71-78.
HeeSeok Choi. 2025, "Real-Time AI Inference Method for Verification of Vehicle Sudden Unintended Acceleration (SUA)", Journal of The Korea Society of Computer and Information, vol.30, no.11 pp.71-78.
HeeSeok Choi "Real-Time AI Inference Method for Verification of Vehicle Sudden Unintended Acceleration (SUA)" Journal of The Korea Society of Computer and Information 30.11 pp.71-78 (2025) : 71.
HeeSeok Choi. Real-Time AI Inference Method for Verification of Vehicle Sudden Unintended Acceleration (SUA). 2025; 30(11), 71-78.
HeeSeok Choi. "Real-Time AI Inference Method for Verification of Vehicle Sudden Unintended Acceleration (SUA)" Journal of The Korea Society of Computer and Information 30, no.11 (2025) : 71-78.
HeeSeok Choi. Real-Time AI Inference Method for Verification of Vehicle Sudden Unintended Acceleration (SUA). Journal of The Korea Society of Computer and Information, 30(11), 71-78.
HeeSeok Choi. Real-Time AI Inference Method for Verification of Vehicle Sudden Unintended Acceleration (SUA). Journal of The Korea Society of Computer and Information. 2025; 30(11) 71-78.
HeeSeok Choi. Real-Time AI Inference Method for Verification of Vehicle Sudden Unintended Acceleration (SUA). 2025; 30(11), 71-78.
HeeSeok Choi. "Real-Time AI Inference Method for Verification of Vehicle Sudden Unintended Acceleration (SUA)" Journal of The Korea Society of Computer and Information 30, no.11 (2025) : 71-78.
