Title :
Closed-Loop Ventilation of Oxygenation and End-Tidal CO2
Author :
Pomprapa, Anake ; Misgeld, Berno ; Lachmann, Burkhard ; Walter, Michael ; Leonhardt, Steffen
Author_Institution :
Helmholtz Inst. for Biomed. Eng., RWTH Aachen Univ., Aachen, Germany
Abstract :
For a clinical application, oxygenation and etCO2 are required to be regulated to a specific value for minimizing the risk of hypoxia and hypercapnia or hypocapnia. To realize these tasks, a knowledge-based controller, a fuzzy controller and a model-based H∞ controller are proposed in this article for controlling the complex nonlinear cardiopulmonary system. The selection of controlled variables is critical for each control objective: PEEP and FiO2 for oxygenation and minute ventilation (MV) for etCO2. In this article, the new and concrete results of animal experiments are presented for a knowledge-based controller and a fuzzy controller. In addition, a model-based approach using H∞ loop-shaping technique is proposed for the control of etCO2 as a pilot study. System identification is carried out to determine the model structure of the porcine dynamics. Based on a numerical study, the second order system with one zero describes the system with the best RMSE criteria, corresponding to the model obtained by human models. Based on the simulation result, the model-based H∞ loop-shaping technique is a distinguished approach for the control of etCO2.
Keywords :
carbon compounds; cardiovascular system; closed loop systems; fuzzy control; medical control systems; medical disorders; oxygen; patient treatment; physiological models; pneumodynamics; ventilation; CO2; FiO2; MV; O2; PEEP; RMSE criteria; clinical application; closed-loop ventilation; complex nonlinear cardiopulmonary system; control objective; controlled variables; end-tidal CO2; etCO2 control; fuzzy controller; human models; hypercapnia risk; hypocapnia risk; hypoxia risk; knowledge-based controller; minute ventilation; model structure; model-based H∞ controller; model-based H∞ loop-shaping technique; oxygenation; porcine dynamics; second order system; system identification; Animals; Knowledge based systems; Lungs; Numerical models; Protocols; System identification; Ventilation; H8 loop-shaping controller; closed-loop control; end-tidal carbon dioxide (etCO2); fuzzy controller; knowledge-based controller; mechanical ventilation; oxygenation;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2013 IEEE International Conference on
Conference_Location :
Manchester
DOI :
10.1109/SMC.2013.382