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Quantum filter reduction for measurement-feedback control via unsupervised manifold learning

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Published 30 October 2009 Published under licence by IOP Publishing Ltd
, , Focus on Quantum Control Citation Anne E B Nielsen et al 2009 New J. Phys. 11 105043 DOI 10.1088/1367-2630/11/10/105043

1367-2630/11/10/105043

Abstract

We derive simple models for the dynamics of a single atom coupled to a cavity field mode in the absorptive bistable parameter regime by projecting the time evolution of the state of the system onto a suitably chosen nonlinear low-dimensional manifold, which is found by use of local tangent space alignment. The output field from the cavity is detected with a homodyne detector allowing observation of quantum jumps of the system between states with different average numbers of photons in the cavity. We find that the models, which are significantly faster to integrate numerically than the full stochastic master equation, largely reproduce the dynamics of the system, and we demonstrate that they are sufficiently accurate to facilitate feedback control of the state of the system based on the predictions of the models alone.

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10.1088/1367-2630/11/10/105043