Bayesian estimation of switching rates for blinking emitters

Author:

Geordy Jemy,Rogers Lachlan J,Rogers Cameron M,Volz Thomas,Gilchrist Alexei

Abstract

Abstract Single quantum light emitters are valuable resources for engineered quantum systems. They can function as robust single-photon generators, allow optical control of single spins, provide readout capabilities for atomic-scale sensors, and provide interfaces between stationary and flying qubits. Environmental factors can lead to single emitters exhibiting ‘blinking’, whereby the fluorescence level switches between on and off states. Detailed characterisation of this blinking behaviour including determining the switching rates is often a powerful way to gain understanding about the underlying physical mechanisms. While simple thresholds can be used to identify the on and off intervals and thus extract the rates from the time-series of counts for bright emitters with low background noise, such approaches become difficult for emitters fluorescing at low levels, high noise, or switching at fast rates. We develop a Bayesian approach capable of inferring switching rates directly from the time-series. This is able to deal with high levels of noise and fast switching in fluorescence traces. Moreover, the Bayesian inference also yields a robust picture of the parameter uncertainties, providing a benefit also for bright emitters in low-noise settings. The technique can be adapted to identify the underlying states as well as extracting the rates of switching. Finally, our method is applicable to a broad range of systems that show behaviour analogous to a blinking emitter.

Funder

Australian Research Council

Publisher

IOP Publishing

Subject

General Physics and Astronomy

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Efficient characterization of blinking quantum emitters from scarce data sets via machine learning;Materials for Quantum Technology;2024-03-01

2. Indirect observation of state and transition probabilities;Bayesian Inference - Recent Trends;2023-11-23

3. Blinking of CdSe/Cd.33Zn.67S semiconductor nanoplatelets;Journal of the Optical Society of America B;2023-05-19

4. “It’s Fundamental”: Quantum Dot Blinking Experiment to Teach Critical Thinking;Journal of Chemical Education;2019-10-25

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