Conformal Microwave Sensor for Enhanced Driving Posture Monitoring and Thermal Comfort in Automotive Sector

IF 3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Sakthi Abirami Balakrishnan;Esther Florence Sundarsingh;Vimal Samsingh Ramalingam;Aishwarya N
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引用次数: 0

Abstract

The correlation> between driving posture and overall health is paramount, underscoring the necessity of maintaining proper seating positions for individuals. Prolonged periods of incorrect posture significantly contribute to the prevalence of musculoskeletal disorders among sedentary workers. The proposed research presents a novel approach utilizing a conformal and cost-effective body-coupled microwave sensor for monitoring driving positions and enhancing thermal comfort in the automotive sector. Integrated into the backrest of the vehicle seat, the sensor employs microwave-sensing elements to detect various driving postures based on shifts in resonant frequency. Through trials involving 12 participants, including 10 drivers adopting four distinct driving postures, and validation with machine learning classifiers, the effectiveness and reliability of the prototype are demonstrated. Subsequent integration with a Peltier cooling system and dashboard display further enhances occupant thermal comfort by accurately recognizing driving postures, providing corrective messages, and automatically activating the cooling system as needed.
用于增强汽车行业驾驶姿势监测和热舒适度的共形微波传感器
驾驶姿势与整体健康之间的相关性是至关重要的,这强调了保持个人正确坐姿的必要性。长时间的姿势不正确会大大增加久坐工作者肌肉骨骼疾病的发病率。拟议的研究提出了一种新方法,利用保形和经济高效的人体耦合微波传感器监测驾驶姿势,提高汽车行业的热舒适度。该传感器集成在汽车座椅靠背上,采用微波传感元件,根据共振频率的变化检测各种驾驶姿势。通过 12 位参与者(包括 10 位采用四种不同驾驶姿势的驾驶员)的试验,以及机器学习分类器的验证,证明了原型的有效性和可靠性。随后,通过与珀尔帖制冷系统和仪表盘显示屏的集成,可准确识别驾驶姿势、提供纠正信息并在需要时自动激活制冷系统,从而进一步提高乘员的热舒适度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
5.80
自引率
9.40%
发文量
58
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