학술논문

On Noise-Sensitive Automatic Tuning of Gate-Defined Sensor Dots
Document Type
Periodical
Source
IEEE Transactions on Quantum Engineering IEEE Trans. Quantum Eng. Quantum Engineering, IEEE Transactions on. 4:1-18 2023
Subject
Components, Circuits, Devices and Systems
Engineered Materials, Dielectrics and Plasmas
Quantum dots
Semiconductor device measurement
Tuning
Quantum computing
Noise measurement
Automated tuning
charge sensor
noise estimation
quantum computing
semiconductor quantum dots
Language
ISSN
2689-1808
Abstract
In gate-defined quantum dot systems, the conductance change of electrostatically coupled sensor dots allows the observation of the quantum dots' charge and spin states. Therefore, the sensor dot must be optimally sensitive to changes in its electrostatic environment. A series of conductance measurements varying the two sensor-dot-forming barrier gate voltages serve to tune the dot into a corresponding operating regime. In this article, we analyze the noise characteristics of the measured data and define a criterion to identify continuous regions with a sufficient signal-gradient-to-noise ratio. Hence, accurate noise estimation is required when identifying the optimal operating regime. Therefore, we evaluate several existing noise estimators, modify them for 1-D data, optimize their parameters, and analyze their quality based on simulated data. The estimator of Chen et al. turns out to be best suited for our application concerning minimally scattering results. Furthermore, using this estimator in an algorithm for flank-of-interest classification in measured data shows the relevance and applicability of our approach.