Academic Journal
Artificial Proprioceptive Reflex Warning Using EMG in Advanced Driving Assistance System
| العنوان: | Artificial Proprioceptive Reflex Warning Using EMG in Advanced Driving Assistance System |
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| المؤلفون: | Muhammad Ishfaq Hussain, Muhammad Aasim Rafique, Joonmo Kim, Moongu Jeon, Witold Pedrycz |
| المصدر: | IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol 31, Pp 1635-1644 (2023) |
| بيانات النشر: | IEEE, 2023. |
| سنة النشر: | 2023 |
| المجموعة: | LCC:Medical technology LCC:Therapeutics. Pharmacology |
| مصطلحات موضوعية: | Intended action prediction, ADAS, ADS, EMG, intelligent vehicle, intelligent transportation, Medical technology, R855-855.5, Therapeutics. Pharmacology, RM1-950 |
| الوصف: | A frequent cause of auto accidents is disregarding the proximal traffic of an ego-vehicle during lane changing. Presumably, in a split-second-decision situation we may prevent an accident by predicting the intention of a driver before her action onset using the neural signals data, meanwhile building the perception of surroundings of a vehicle using optical sensors. The prediction of an intended action fused with the perception can generate an instantaneous signal that may replenish the driver’s ignorance about the surroundings. This study examines electromyography (EMG) signals to predict intention of a driver along perception building stack of an autonomous driving system (ADS) in building an advanced driving assistant system (ADAS). EMG are classified into left-turn and right-turn intended actions and lanes and object detection with camera and Lidar are used to detect vehicles approaching from behind. A warning issued before the action onset, can alert a driver and may save her from a fatal accident. The use of neural signals for intended action prediction is a novel addition to camera, radar and Lidar based ADAS systems. Furthermore, the study demonstrates efficacy of the proposed idea with experiments designed to classify online and offline EMG data in real-world settings with computation time and the latency of communicated warnings. |
| نوع الوثيقة: | article |
| وصف الملف: | electronic resource |
| اللغة: | English |
| تدمد: | 1558-0210 |
| Relation: | https://ieeexplore.ieee.org/document/10064160/; https://doaj.org/toc/1558-0210 |
| DOI: | 10.1109/TNSRE.2023.3254151 |
| URL الوصول: | https://doaj.org/article/c9b2379cf02545dc9f3ca9c87ba3f19d |
| رقم الانضمام: | edsdoj.9b2379cf02545dc9f3ca9c87ba3f19d |
| قاعدة البيانات: | Directory of Open Access Journals |
| تدمد: | 15580210 |
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| DOI: | 10.1109/TNSRE.2023.3254151 |