Diabetes is considered a chronic disease that incurs various types of cost to the world. One major challenge in the control of Diabetes is the real time determination of the proper insulin dose. In this paper, we develop a prototype for real time blood sugar control, integrated with the cloud. Our system controls blood sugar by observing the blood sugar level and accordingly determining the appropriate insulin dose based on patient's historical data, all in real time and automatically. To determine the appropriate insulin dose, we propose two statistical models for modeling blood sugar profiles, namely ARIMA and Markov-based model. Our experiment used to evaluate the performance of the two models shows that the ARIMA model outperforms the Markov-based model in terms of prediction accuracy.
机构:
Sungkyunkwan Univ, Dept Energy Sci, Nat Inspired Mat Proc Res Ctr, Suwon 16419, South KoreaYonsei Univ, Dept Mat Sci & Engn, Seoul 03722, South Korea
Hong, Min-Ho
Choi, Jun Shik
论文数: 0引用数: 0
h-index: 0
机构:
Yonsei Univ, Dept Mat Sci & Engn, Seoul 03722, South KoreaYonsei Univ, Dept Mat Sci & Engn, Seoul 03722, South Korea
Choi, Jun Shik
Kwak, Hankyul
论文数: 0引用数: 0
h-index: 0
机构:
Yonsei Univ, Dept Biotechnol, Seoul 03722, South KoreaYonsei Univ, Dept Mat Sci & Engn, Seoul 03722, South Korea
Kwak, Hankyul
论文数: 引用数:
h-index:
机构:
Song, Seungwoo
论文数: 引用数:
h-index:
机构:
Kim, Hyoseok
Chae, Youngcheol
论文数: 0引用数: 0
h-index: 0
机构:
Yonsei Univ, Dept Elect & Elect Engn, Seoul 03722, South KoreaYonsei Univ, Dept Mat Sci & Engn, Seoul 03722, South Korea
Chae, Youngcheol
Cheong, Eunji
论文数: 0引用数: 0
h-index: 0
机构:
Yonsei Univ, Dept Biotechnol, Seoul 03722, South KoreaYonsei Univ, Dept Mat Sci & Engn, Seoul 03722, South Korea
Cheong, Eunji
Lee, Ju Hee
论文数: 0引用数: 0
h-index: 0
机构:
Yonsei Univ, Cutaneous Biol Res Inst, Dept Dermatol, Coll Med, Seoul 03722, South KoreaYonsei Univ, Dept Mat Sci & Engn, Seoul 03722, South Korea
Lee, Ju Hee
Lim, Yong-beom
论文数: 0引用数: 0
h-index: 0
机构:
Yonsei Univ, Dept Mat Sci & Engn, Seoul 03722, South KoreaYonsei Univ, Dept Mat Sci & Engn, Seoul 03722, South Korea
Lim, Yong-beom
Choi, Heon-Jin
论文数: 0引用数: 0
h-index: 0
机构:
Yonsei Univ, Dept Mat Sci & Engn, Seoul 03722, South KoreaYonsei Univ, Dept Mat Sci & Engn, Seoul 03722, South Korea
机构:
Univ Pittsburgh, Med Ctr, Dept Radiol, MR Res Ctr, Pittsburgh, PA 15260 USAUniv Pittsburgh, Med Ctr, Dept Radiol, MR Res Ctr, Pittsburgh, PA 15260 USA