2019
DOI: 10.1103/physrevresearch.1.033157
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Quantum motional state tomography with nonquadratic potentials and neural networks

Abstract: We propose to use the complex quantum dynamics of a massive particle in a nonquadratic potential to reconstruct an initial unknown motional quantum state. We theoretically show that the reconstruction can be efficiently done by measuring the mean value and the variance of the position quantum operator at different instances of time in a quartic potential. We train a neural network to successfully solve this hard regression problem. We discuss the experimental feasibility of the method by analyzing the impact o… Show more

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Cited by 25 publications
(19 citation statements)
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“…6(b), the band E K,+ tends to be flattened around the edges of the Brillouin zone, an indication of the band becoming nonlinear as the quadratic contribution is 013726-7 canceled, i.e., E K,+ | K=π ∼ (K − π ) 4 . Such quartic minima are well known in the literature, as particle dynamics generated by nonquadratic Hamiltonians display strongly non-Gaussian dynamics [73]. Our results thus evidence that the qubit motion could represent an additional asset for band engineering in wQED systems.…”
Section: Energies Of the Bound States: Exotic Dispersion Relationssupporting
confidence: 71%
“…6(b), the band E K,+ tends to be flattened around the edges of the Brillouin zone, an indication of the band becoming nonlinear as the quadratic contribution is 013726-7 canceled, i.e., E K,+ | K=π ∼ (K − π ) 4 . Such quartic minima are well known in the literature, as particle dynamics generated by nonquadratic Hamiltonians display strongly non-Gaussian dynamics [73]. Our results thus evidence that the qubit motion could represent an additional asset for band engineering in wQED systems.…”
Section: Energies Of the Bound States: Exotic Dispersion Relationssupporting
confidence: 71%
“…Several theoretical works have proposed and analyzed these ideas and have determined the requirements to prevent the detrimental action of decoherence from the environment [121][122][123][124]126]. After the achievement of motional ground-state cooling [50,51,60], the next steps consist of reaching the low decoherence level required for unitary expansion of the wave function and devising detection schemes to certify the successful preparation of a macroscopic superposition [160].…”
Section: Future Research Directionsmentioning
confidence: 99%
“…Many of these applications and others envisaged for the future hinge on a non-linear coupling of the mechanical motion to the light [34][35][36][37][38][39][40]. Designing devices with ever larger non-linear coupling strengths, is hence an intensively pursued activity in the field [41][42][43][44]. Here, we demonstrate that a strong quartic opto-mechanical interaction also benefits engineering light-controlled nonlinear potentials for a one-dimensional harmonic oscillator, which then becomes a useful platform to explore quantum chaos [45].…”
Section: Introductionmentioning
confidence: 99%