Learning to Calibrate Quantum Control Pulses by Iterative Deconvolution

نویسندگان

چکیده

In experimental control of quantum systems, the precision is often hindered by imperfect applied electronics that distort pulses delivered to target devices. To mitigate such error, deconvolution method commonly used for compensating distortion via a convolutional model. However, its effectiveness limited model inaccuracies (e.g., imprecise parameters or unmodeled dynamics). this article, we propose learning-based scheme eliminate residual calibration error repeatedly applying operations. The resulting iterative shown simulation examples be able correct both linear and nonlinear errors highest allowed available finite sampling rates, intersampling caused rate can suppressed actively introducing components in electronics. proposed also experimentally on superconducting platform, which demonstrates improved performance than noniterative methods.

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ژورنال

عنوان ژورنال: IEEE Transactions on Control Systems and Technology

سال: 2022

ISSN: ['1558-0865', '2374-0159', '1063-6536']

DOI: https://doi.org/10.1109/tcst.2021.3060321