Schematic of the model optimisation methodology.

<p>Healthy subjects undergo a hypoxemic challenge, during which systemic and cerebral data is gathered noninvasively. The systemic data is fed into the physiological model, which then predicts expected values of the cerebral signals. The difference between measured and predicted values of these signals is used to construct an objective function, and minimisation of this function is used to reparametrise the model.