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This article presents a robust control strategy using Time-Optimal Model Predictive Control (TOMPC) for a two-level quantum system subject to bounded uncertainties. In this method, the control field is optimized over a finite horizon using…

量子物理 · 物理学 2024-02-13 Yunyan Lee , Ian R. Petersen , Daoyi Dong

Evaluating the reliability of noisy quantum circuits is essential for implementing quantum algorithms on noisy quantum devices. However, current quantum hardware exhibits diverse noise mechanisms whose compounded effects make accurate and…

量子物理 · 物理学 2026-02-23 Jindi Wu , Tianjie Hu , Qun Li

In this paper, we develop efficient randomized algorithms for estimating probabilistic robustness margin and constructing robustness degradation curve for uncertain dynamic systems. One remarkable feature of these algorithms is their…

最优化与控制 · 数学 2008-05-13 Xinjia Chen , Kemin Zhou , Jorge L. Aravena

Several important models of machine learning algorithms have been successfully generalized to the quantum world, with potential speedup to training classical classifiers and applications to data analytics in quantum physics that can be…

量子物理 · 物理学 2021-10-01 Ji Guan , Wang Fang , Mingsheng Ying

As all physical adaptive quantum-enhanced metrology schemes operate under noisy conditions with only partially understood noise characteristics, so a practical control policy must be robust even for unknown noise. We aim to devise a test to…

量子物理 · 物理学 2019-07-18 Pantita Palittapongarnpim , Barry C. Sanders

Many efforts have succeeded over the last decade at lengthening the timescale in which spin qubits loss quantum information under free evolution. With these design principles at a mature stage, it is now timely to widen the scope and take…

量子物理 · 物理学 2024-07-31 Luis Escalera-Moreno

Properly designed control has been shown to be particularly advantageous for improving AQC accuracy and time complexity scaling. Here, an \emph{in situ} quantum control optimization protocol is developed to indirectly optimize state…

量子物理 · 物理学 2019-06-12 Gregory Quiroz

Individual neutral atoms excited to Rydberg states are a promising platform for quantum simulation and quantum information processing. However, experimental progress to date has been limited by short coherence times and relatively low gate…

Fidelity estimation for entangled states constitutes an essential building block for quality control and error detection in quantum networks. Nonetheless, quantum networks often encounter heterogeneous and correlated noise, leading to…

量子物理 · 物理学 2024-11-18 Liangzhong Ruan , Bas Dirkse

In recent decades there has been a rapid development of methods to experimentally control individual quantum systems. A broad range of quantum control methods has been developed for two-level systems, however the complexity of multi-level…

量子物理 · 物理学 2018-10-17 J. Randall , A. M. Lawrence , S. C. Webster , S. Weidt , N. V. Vitanov , W. K. Hensinger

Remarkable experimental advances in quantum computing are exemplified by recent announcements of impressive average gate fidelities exceeding 99.9% for single-qubit gates and 99% for two-qubit gates. Although these high numbers engender…

量子物理 · 物理学 2015-12-29 Yuval R Sanders , Joel J Wallman , Barry C Sanders

A reliable method for characterizing quantum operations that is suitable for improving and validating their accuracies is indispensable for realizing a practical quantum computer. Known methods are still not sufficient because they lack…

量子物理 · 物理学 2021-06-25 Takanori Sugiyama , Shinpei Imori , Fuyuhiko Tanaka

Stable quantum computation requires noisy results to remain bounded even in the presence of noise fluctuations. Yet non-stationary noise processes lead to drift in the varying characteristics of a quantum device that can greatly influence…

量子物理 · 物理学 2023-07-12 Samudra Dasgupta , Travis S. Humble

The ability of pulse-shaping devices to generate accurately quantum optimal control is a strong limitation to the development of quantum technologies. We propose and demonstrate a systematic procedure to design robust digital control…

量子物理 · 物理学 2022-10-18 Meri Harutyunyan , Frederic Holweck , Dominique Sugny , Stephane Guerin

This work studies the feasibility of optimal control of high-fidelity quantum gates in a model of interacting two-level particles. One particle (the qubit) serves as the quantum information processor, whose evolution is controlled by a…

Mitigating noise-induced decoherence is the central challenge in controlling open quantum systems. While existing robust protocols often require precise noise models, we introduce a universal framework for noise-agnostic quantum control…

量子物理 · 物理学 2026-03-18 Lixiang Ding , Jingtao Fan , Xingze Qiu

Robustness is a fundamental property of machine learning classifiers required to achieve safety and reliability. In the field of adversarial robustness of image classifiers, robustness is commonly defined as the stability of a model to all…

机器学习 · 计算机科学 2024-05-28 Georg Siedel , Weijia Shao , Silvia Vock , Andrey Morozov

Fidelity estimation is a critical yet resource-intensive step in testing quantum programs on noisy intermediate-scale quantum (NISQ) devices, where the required number of measurements is difficult to predefine due to hardware noise, device…

量子物理 · 物理学 2026-01-22 Tingting Li , Ziming Zhao , Jianwei Yin

Robust open-loop steering of a finite-dimensional quantum system is a central problem in a growing number of applications of information engineering. In the present paper, we reformulate the problem in the classical control-theoretic…

量子物理 · 物理学 2007-05-23 Francesco Ticozzi , Augusto Ferrante , Michele Pavon

Neutral atom quantum processors have emerged as a promising platform for scalable quantum information processing, offering high-fidelity operations and exceptional qubit scalability. A key challenge in realizing practical applications is…