DC Field | Value | Language |
---|---|---|
dc.contributor.author | PARK, SUNG MIN | - |
dc.contributor.author | SEUNGMIN, KIM | - |
dc.contributor.author | NAMHO, KIM | - |
dc.contributor.author | SEONGJAE, LEE | - |
dc.date.accessioned | 2024-03-07T00:21:14Z | - |
dc.date.available | 2024-03-07T00:21:14Z | - |
dc.date.created | 2024-03-06 | - |
dc.date.issued | 2023-11-09 | - |
dc.identifier.uri | https://oasis.postech.ac.kr/handle/2014.oak/122801 | - |
dc.description.abstract | Mental stress has widespread implications for both individual well-being and society. As bio-signals are increasingly used for stress measurement, the management of large data volumes led to the necessity of a cloud system for Artificial Intelligence (AI) computations. Due to latency and privacy issues associated with using a cloud system, we propose an AI-computable edge system embedded onto a wearable medical sensor for stress assessment. In this study, we designed an abdominal wearable sensor capable of collecting electrocardiogram, electrogastrogram, and respiratory waveform. The sensor incorporates a deep neural network (DNN)-based model for stress detection and triggers alerts when high level of stress is detected. The DNN-based stress detection model we developed achieved an average accuracy of 88.8%, sensitivity of 88.7%, specificity of 89.0%, and F1-score of 0.885. As future works, we will evaluate the feasibility of our stress-monitoring edge system through human subject experiment. | - |
dc.language | Korean | - |
dc.publisher | 대한의용생체공학회 | - |
dc.relation.isPartOf | 2023년도 제62회 추계학술대회 | - |
dc.title | 의료형 IoT 센서 통합 인공지능 기반 엣지 시스템 : 스트레스 모니터링 | - |
dc.title.alternative | Artificial Intelligence-Computable Edge System Embedded onto Medical IoT Sensor: Toward Real-world Stress Monitoring | - |
dc.type | Conference | - |
dc.type.rims | CONF | - |
dc.identifier.bibliographicCitation | 2023년도 제62회 추계학술대회 | - |
dc.citation.conferenceDate | 2023-11-09 | - |
dc.citation.conferencePlace | KO | - |
dc.citation.title | 2023년도 제62회 추계학술대회 | - |
dc.contributor.affiliatedAuthor | PARK, SUNG MIN | - |
dc.contributor.affiliatedAuthor | SEUNGMIN, KIM | - |
dc.contributor.affiliatedAuthor | NAMHO, KIM | - |
dc.contributor.affiliatedAuthor | SEONGJAE, LEE | - |
dc.description.journalClass | 2 | - |
dc.description.journalClass | 2 | - |
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