Title :
A cyber-physical system approach to artificial pancreas design
Author :
Ghorbani, Mohammadmersad ; Bogdan, Paul
Author_Institution :
Univ. of Southern California, Los Angeles, CA, USA
fDate :
Sept. 29 2013-Oct. 4 2013
Abstract :
Healthcare costs in the US are among the highest in the world. Widespread chronic diseases such as diabetes constitute a significant cause of rising healthcare costs. Despite the increased need for smart healthcare systems that monitor patients´ body balance, there is no coherent theory that facilitates the design and optimization of efficient and robust cyber physical systems. In this paper, we propose a mathematical model for capturing the dynamics of blood glucose characteristics (e.g., time dependent fractal behavior) observed in real world measurements via fractional calculus concepts. Building on our time dependent fractal model, we propose a novel mathematical model as well as hardware architecture for an artificial pancreas that relies on solving a constrained multi-fractal optimal control problem for regulating insulin injection. We verify the accuracy of our mathematical model by comparing it to conventional nonfractal models using real world measurements and showing that the nonlinear optimal controller based on fractal calculus concepts is superior to nonfractal controllers. We also verified the feasibility of in silico realization of the proposed optimal control algorithm by prototyping on FPGA platform.
Keywords :
diseases; field programmable gate arrays; health care; mathematical analysis; patient monitoring; FPGA platform; artificial pancreas design; blood glucose characteristics; chronic diseases; coherent theory; cyber physical system approach; fractal calculus concepts; fractional calculus concepts; hardware architecture; insulin injection; mathematical model; multifractal optimal control problem; nonfractal controllers; nonlinear optimal controller; optimal control algorithm; patient monitoring; robust cyber physical systems; smart healthcare systems; time dependent fractal model; Blood; Fractals; Heuristic algorithms; Insulin; Mathematical model; Optimal control; Sugar; Cyber-physical systems; FPGA; Real time systems; artificial pancreas; fractal behavior; fractional calculus; non-stationary behavior; optimal and model predictive control;
Conference_Titel :
Hardware/Software Codesign and System Synthesis (CODES+ISSS), 2013 International Conference on
Conference_Location :
Montreal, QC
DOI :
10.1109/CODES-ISSS.2013.6659004