In many cases even a very detailed numerical simulation cannot model faithfully enough a quantum device that has to be optimized. In such cases, measurement feedback is needed in order to design control pulses that steer the device with the desired precision. Together with our experimental collaborators, we use the open-source software Quantum Optimal Control Suite (QuOCS) for measurement-based, closed-loop, pulse optimization.
From a theoretical point of view, we study and design measurement protocols tailored to the experimental setup in order to obtain the most efficient closed-loop optimization protocols.