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Portable Stress Detection System for Autistic Children Using Fuzzy Logic
- Source :
- Jurnal Nasional Teknik Elektro, Pp 60-68 (2024)
- Publication Year :
- 2024
- Publisher :
- Universitas Andalas, 2024.
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Abstract
- Stress is prone to occur in children with autism. According to the study, around 85% of children who have autism suffer from anxiety disorders that can exacerbate their condition, leading to self-harm and harm to those in their vicinity. Heart rate, skin conductance, and finger temperature changes occur during stress. In this paper, we design a system to monitor heart rate, body temperature, and skin conductance to detect signs of stress. Subsequently, the measurement data is processed using the fuzzy logic (FL) method as a decision-maker algorithm. In particular, we use 64 fuzzy rules with membership functions for each parameter. Parameter measurement results will be displayed using a widget called Gauge, while stress conditions will be displayed using a label widget. The results will be displayed on the Blynk application with an IoT system and viewed remotely via Android devices. The test was conducted on five children aged 5-9 years with varying body conditions. From the test results, the mean accuracy of the heart rate sensor was 95.01%, the mean temperature sensor accuracy was 97.7%, and the mean conductance sensor accuracy was 93.75%. The stress levels range from a minimum of 25% to a maximum of 75%. These findings indicate that the developed tool has performed effectively, and it is feasible to monitor its operation remotely.
Details
- Language :
- English, Indonesian
- ISSN :
- 23022949 and 24077267
- Database :
- Directory of Open Access Journals
- Journal :
- Jurnal Nasional Teknik Elektro
- Publication Type :
- Academic Journal
- Accession number :
- edsdoj.16806e3a6c2845f2921f5ea49ba7e5fe
- Document Type :
- article
- Full Text :
- https://doi.org/10.25077/jnte.v13n2.1203.2024