A run-to-run framework for prandial insulin dosing: handling real-life uncertainty
نویسندگان
چکیده
Individuals with type 1 diabetes require frequent adjustment of their insulin dose to maintain as near to normal glycaemia as possible. This process is not only burdensome but also, for many, difficult to achieve. As a result, control algorithms to facilitate insulin dosage have been proposed, but have not been completely successful in normalizing glycaemia. Here we present a novel run-to-run control algorithm to adjust the meal-related insulin dose using only post-prandial blood glucose measurements. For each meal independently, the insulin dose is adjusted based on the performance measure for the same meal the previous day. A robustness analysis is performed which considers the sources of uncertainty typically encountered in clinical use. This shows that the system remains stable even with large uncertainty. Copyright # 2006 John Wiley & Sons, Ltd.
منابع مشابه
Clinical update on optimal prandial insulin dosing using a refined run-to-run control algorithm.
BACKGROUND This article provides a clinical update using a novel run-to-run algorithm to optimize prandial insulin dosing based on sparse glucose measurements from the previous day's meals. The objective was to use a refined run-to-run algorithm to calculate prandial insulin-to-carbohydrate ratios (I:CHO) for meals of variable carbohydrate content in subjects with type 1 diabetes (T1DM). METH...
متن کاملPrandial insulin dosing using run-to-run control: application of clinical data and medical expertise to define a suitable performance metric.
OBJECTIVE We propose a novel algorithm to adjust prandial insulin dose using sparse blood glucose measurements. The dose is adjusted on the basis of a performance measure for the same meal on the previous day. We determine the best performance measure and tune the algorithm to match the recommendations of experienced physicians. RESEARCH DESIGN AND METHODS Eleven subjects with type 1 diabetes...
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