강화학습 기반 인슐린 주입량 추천 알고리즘
- Title
- 강화학습 기반 인슐린 주입량 추천 알고리즘
- Authors
- PARK, SUNG MIN; 김지원; 이승현
- Date Issued
- 2021-05-13
- Publisher
- 대한의용생체공학회
- Abstract
- We propose an insulin-dosing algorithm to manage diabetes patients’ blood glucose level and prevent hypoglycemia. To effectively personalize the insulin suggestions, we used reinforcement learning, a type of artificial intelligence, and validated the suggestions in-silico with ten virtual patients under realistic meal scenarios. The meal scenarios consist of three meal sizes and three meal times. The time-in-range of the algorithm was 85.56%, and the blood glucose level was measured using continuous glucose monitoring sensor. These results can help prevent hypoglycemia and improve the quality of life for diabetes patients.
- URI
- https://oasis.postech.ac.kr/handle/2014.oak/122834
- Article Type
- Conference
- Citation
- 2021년도 제60회 춘계학술대회, 2021-05-13
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