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:
Univ Michigan, Real Time Comp Lab, Dept Elect Engn & Comp Sci, Ann Arbor, MI 48109 USAUniv Michigan, Real Time Comp Lab, Dept Elect Engn & Comp Sci, Ann Arbor, MI 48109 USA
Kweon, SK
Shin, KG
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Univ Michigan, Real Time Comp Lab, Dept Elect Engn & Comp Sci, Ann Arbor, MI 48109 USAUniv Michigan, Real Time Comp Lab, Dept Elect Engn & Comp Sci, Ann Arbor, MI 48109 USA
机构:
USN, Res Lab, Ocean Dynam & Predict Branch, Stennis Space Ctr, MS 39529 USAUSN, Res Lab, Ocean Dynam & Predict Branch, Stennis Space Ctr, MS 39529 USA
Wallcraft, AJ
Hurlburt, HE
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机构:USN, Res Lab, Ocean Dynam & Predict Branch, Stennis Space Ctr, MS 39529 USA
Hurlburt, HE
Metzger, EJ
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机构:USN, Res Lab, Ocean Dynam & Predict Branch, Stennis Space Ctr, MS 39529 USA
Metzger, EJ
Rhodes, RC
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机构:USN, Res Lab, Ocean Dynam & Predict Branch, Stennis Space Ctr, MS 39529 USA
Rhodes, RC
Shriver, JF
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机构:USN, Res Lab, Ocean Dynam & Predict Branch, Stennis Space Ctr, MS 39529 USA
Shriver, JF
Smedstad, OM
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机构:USN, Res Lab, Ocean Dynam & Predict Branch, Stennis Space Ctr, MS 39529 USA