通过压力警告单元加强儿童的学习

Napat Chaowadee, Phuwanate Lertsiriyothin, Thanaphat Phuangkhemkhao, Theerasak Chanwimalueang
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引用次数: 1

摘要

压力是影响儿童学习的主要因素之一。这种压力可以被环境或日常活动激活,特别是在小学。孩子们必须适应学习新的科目和内容以及困难的作业,这可能会导致孩子们产生压力。当压力出现时,身体会释放皮质醇,对大脑皮层(参与学习和思考过程)和海马体(参与智力和情感的发展)产生负面影响。因此,这项研究旨在开发一种可穿戴设备来测量儿童的压力水平。这将有助于家长和老师注意到孩子在学习或进行任何活动时压力的变化。为了估计应力水平,我们对从光容积描记图(PPG)信号中提取的脉冲速率变异性(PRV)进行了处理。我们使用光学反射传感器来获取手腕区域的PPG信号。利用ESP32单片机对PPG信号进行采集和处理。然后根据PRV在0.04 - 0.15 Hz范围内的平均不同频率(fd)计算定量应激水平,该频率由副交感神经系统和交感神经系统反映。在我们的实验中,我们进行了标准的trier社会压力测试,即在佩戴我们的设备时进行认知压力期(算术测试)和放松期。然后,我们计算了10名健康参与者在特定时期的fd。根据fd比率(%)的计算,应力水平可分为4组:(i)无应力源0 - 25%,(ii)低应力或25 - 50%,(iii)中等应力或50 - 75%,(iv)高应力或75 - 100%。这些结果表明,有可能有效地监测儿童在学习活动中的压力,并可能使儿童应对压力的自我意识。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reinforced Learning in Children through a Stress Warning Unit
Stress is one of the main factors that interrupts learning in children. Such stress can be activated by environment or daily activities especially at the primary school. Children must adapt themselves to learn new subjects and contents along with difficult assignments that could lead to an occurrence of stress in children. When stress occurs, the body releases cortisol which negatively affect the cortex (involves in learning and thinking processes) and hippocampus (involved in the development of intelligence and emotion). This research thus aims to develop a wearable device to measure stress levels in children. This would assist parents and teachers to notice a change in stress during children’ study or performing any activities. To estimate stress levels, we processed the pulse rate variability (PRV) which extracted from photoplethysmogram (PPG) signals. We employed the optical reflection sensors to obtain the PPG signals on the wrist area. The ESP32 microcontroller was programmed to acquire and process such PPG signals. Quantitative stress levels were then calculated from the average distinct frequency (fd) of the PRV in the range of 0.04 – 0.15 Hz which reflects by the parasympathetic and sympathetic nervous systems when perceived stress. In our experiments, we conducted the standard trier social stress test whereby cognitive stress periods (an arithmetic test) and a relax period were performed while wearing our device. We then calculated fd in a particular period of 10 healthy participants. It was found that stress levels can be divided into 4 groups based on a calculation of fd ratio (%): (i) no stressor 0 – 25%, (ii) low stress or 25 - 50%, (iii) moderate stress or 50 - 75% and (iv) high stress or 75 - 100%. These results indicate a potential to monitor stress in children during learning activities efficiently and would possibly enable a self-awareness for coping stress in children.
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