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Artificial Hearts                                            559


              •  Left atrial pressure should be maintained below 10–15mmHg to avoid
                 pulmonary edema, and above 0mmHg to avoid suction.
              •  Systolic arterial pressure should be maintained within specific limits to
                 ensure an adequate oxygen supply while avoiding risks associated
                 with hypertension.
              •  The system should be maximally efficient in terms of blood flow and
                 pump power.
              In general, it is not possible to minimize all of these simultaneously, so con-
              trol systems are designed that optimize performance based on cost functions
              associated with deviation from the constraint. These cost functions are nor-
              mally asymmetrical because of hard minima below which the patient cannot
              function. An intelligent controller based on multiobjective optimization of
              these parameters as well as information about the patient’s activity level can
              be used to control the pump motor speed as shown in Fig. 32.
                 Other control architectures have been developed. For example, a closed-
              loop controller for a DeBakey VAD uses venous return based on flow
              pulsatility as well as the available return derived from the patient’s own heart
              rate (desired flow) along with power use and minimal flow as inputs. These
              are analyzed on a beat-to-beat basis within a 10s moving window before the
              motor speed is adjusted (Vollkron et al., 2006).


                                                          CNS
                                         Pump
                                  Motor                  Pumpstate and  End
                     Supervisor  speed                   haemodynamics  organs
                                 control


                                                System ID           Disturbances,
                                  Patient status                    activity, posture,
                 Control
                                  Reliability info                     stress
                 strategies
                                   Fault detection
                 Default
                 Heuristic                      System model
                  Optimal
                performance


              Fig. 32 Control architecture for an axial pump-based LVAD. (Based on Antaki, J.F.,
              Boston, J.R., Simaan, M.A., 2003. Control of heart assist devices. In: Proceeding 42nd IEEE
              Conference on Decision and Control.)
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