کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
8050597 1519356 2016 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Control Difuso con Estimador de Estados para Sistemas de Páncreas Artificial
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی کنترل و سیستم های مهندسی
پیش نمایش صفحه اول مقاله
Control Difuso con Estimador de Estados para Sistemas de Páncreas Artificial
چکیده انگلیسی
A fuzzy controller for a minimal states model is proposed to achieve a continuous and effcient insulin infusion in patients with Type 1 Diabetes. An Extended Kalman Filter is also applied to supply the deficiencies of the current glucose sensor technologies and estimate residual insulin in the system to predict future behavior. The controller is tuned manually and iteratively, and achieves closed-loop responses of glycemia constrained between [80,140] (mgdl), with a mean of 117, 6 (mgdl) and a standard deviation of 11, 3 (mgdl) over a whole year ensemble of 24-hour system responses with 4 meal intakes per day. These results show that is possible to design low complexity controllers that are easily tunable by experienced users or physicians focusing on a closed-loop system response analysis. Also, the combination of heuristic and model-based techniques allows to synthesize robust controllers for real application situations and, furthermore, effciently manage the insulin usage. Nevertheless, the actual application of a closed-loop system on a human being should require higher dimension models to fit different situations, a proven robust controller and wide adaptability to different patients and their meal intake routine.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Revista Iberoamericana de Automática e Informática Industrial RIAI - Volume 13, Issue 4, October–December 2016, Pages 393-402
نویسندگان
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