Robustness of quantum algorithms against coherent control errors

被引:6
|
作者
Berberich, Julian [1 ]
Fink, Daniel [2 ]
Holm, Christian [2 ]
机构
[1] Univ Stuttgart, Inst Syst Theory & Automat Control, D-70569 Stuttgart, Germany
[2] Univ Stuttgart, Inst Computat Phys, D-70569 Stuttgart, Germany
关键词
current noisy intermediate -scale quantum (NISQ) era [3]. In; CORRECTING CODES;
D O I
10.1103/PhysRevA.109.012417
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Coherent control errors, for which ideal Hamiltonians are perturbed by unknown multiplicative noise terms, are a major obstacle for reliable quantum computing. In this paper we present a framework for analyzing the robustness of quantum algorithms against coherent control errors using Lipschitz bounds. We derive worstcase fidelity bounds which show that the resilience against coherent control errors is mainly influenced by the norms of the Hamiltonians generating the individual gates. These bounds are explicitly computable even for large circuits and they can be used to guarantee fault tolerance via threshold theorems. Moreover, we apply our theoretical framework to derive a guideline for robust quantum algorithm design and transpilation, which amounts to reducing the norms of the Hamiltonians. Using the three-qubit quantum Fourier transform as an example application, we demonstrate that this guideline targets robustness more effectively than existing ones based on circuit depth or gate count. Furthermore, we apply our framework to study the effect of parameter regularization in variational quantum algorithms. The practicality of the theoretical results is demonstrated via implementations in simulation and on a quantum computer.
引用
收藏
页数:14
相关论文
共 50 条
  • [1] Robustness of variational quantum algorithms against stochastic parameter perturbation
    Rabinovich, Daniil
    Campos, Ernesto
    Adhikary, Soumik
    Pankovets, Ekaterina
    Vinichenko, Dmitry
    Biamonte, Jacob
    PHYSICAL REVIEW A, 2024, 109 (04)
  • [2] Statistically characterizing robustness and fidelity of quantum controls and quantum control algorithms
    Khalid, Irtaza
    Weidner, Carrie A.
    Jonckheere, Edmond A.
    Shermer, Sophie G.
    Langbein, Frank C.
    PHYSICAL REVIEW A, 2023, 107 (03)
  • [3] Robustness Analysis of Evolutionary Algorithms to Portfolio Optimization Against Errors in Asset Means
    Rifki, Omar
    Ono, Hirotaka
    OPERATIONS RESEARCH PROCEEDINGS 2013, 2014, : 369 - 375
  • [4] Continuous control of sampled data systems with robustness against bounded measurement errors
    Ghanbari, Milad
    Bahraini, Masoud
    Yazdanpanah, Mohammad Javad
    TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2018, 40 (10) : 3125 - 3133
  • [5] Quantum sensing of control errors in three-level systems by coherent control techniques
    Xu, Hang
    Song, Xue-Ke
    Wang, Dong
    Ye, Liu
    SCIENCE CHINA-PHYSICS MECHANICS & ASTRONOMY, 2023, 66 (04)
  • [6] Quantum sensing of control errors in three-level systems by coherent control techniques
    Hang Xu
    Xue-Ke Song
    Dong Wang
    Liu Ye
    Science China Physics, Mechanics & Astronomy, 2023, 66
  • [7] Quantum sensing of control errors in three-level systems by coherent control techniques
    Hang Xu
    Xue-Ke Song
    Dong Wang
    Liu Ye
    Science China(Physics,Mechanics & Astronomy), 2023, (04) : 41 - 52
  • [8] On the Robustness of Quantum Algorithms for Blockchain Consensus
    Ullah, Muhammad Asad
    Setiawan, Jason William
    Rehman, Junaid Ur
    Shin, Hyundong
    SENSORS, 2022, 22 (07)
  • [9] Robustness of change detection algorithms in the presence of registration errors
    Sundaresan, Ashok
    Varshney, Pramod K.
    Arora, Manoj K.
    PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2007, 73 (04): : 375 - 383
  • [10] On the Robustness of Language Encoders against Grammatical Errors
    Yin, Fan
    Long, Quanyu
    Meng, Tao
    Chang, Kai-Wei
    58TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2020), 2020, : 3386 - 3403