Efficient and Fast Optimization Algorithms for Quantum State Filtering and Estimation

被引:0
|
作者
Zhang, Kun [1 ]
Cong, Shuang [1 ]
Ding, Jiao [1 ]
Zhang, Jiaojiao [2 ]
Li, Kezhi [3 ]
机构
[1] Univ Sci & Technol China, Dept Automat, Hefei, Peoples R China
[2] Chinese Univ Hong Kong, Dept Syst Engn & Engn Management, Shatin, Hong Kong, Peoples R China
[3] Imperial Coll London, Dept Elect & Elect Engn, London SW7 2AZ, England
基金
中国国家自然科学基金;
关键词
quantum state estimation and filtering; Alternating Direction Multiplier Method; convex optimization algorithm; RECONSTRUCTION; MATRICES;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, based on Alternating Direction Multiplier Method (ADMM) and Compressed Sensing (CS), we develop three types of novel convex optimization algorithms for the quantum state estimation and filtering. Considering sparse state disturbance and measurement noise simultaneously, we propose a quantum state filtering algorithm. At the same time, the quantum state estimation algorithms for either sparse state disturbance or measurement noise are proposed, respectively. Contrast with other algorithms in literature, simulation experiments verify that all three algorithms have low computational complexity, fast convergence speed and high estimation accuracy at lower measurement rates.
引用
收藏
页码:7 / 13
页数:7
相关论文
共 50 条
  • [1] Three Types of Efficient and Fast Optimization Algorithms for Quantum State Filtering and Estimation
    Cong, Shuang
    Ding, Jiao
    Zhang, Kun
    Zhang, Jiaojiao
    [J]. Moshi Shibie yu Rengong Zhineng/Pattern Recognition and Artificial Intelligence, 2019, 32 (07): : 615 - 623
  • [2] Filtering variational quantum algorithms for combinatorial optimization
    Amaro, David
    Modica, Carlo
    Rosenkranz, Matthias
    Fiorentini, Mattia
    Benedetti, Marcello
    Lubasch, Michael
    [J]. QUANTUM SCIENCE AND TECHNOLOGY, 2022, 7 (01)
  • [3] Computationally efficient filtering algorithms for engine torque estimation
    Stotsky, A
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2005, 219 (D9) : 1099 - 1107
  • [4] Computationally efficient filtering algorithms for engine torque estimation
    Stotsky, A
    Kolmanovsky, I
    [J]. ACC: Proceedings of the 2005 American Control Conference, Vols 1-7, 2005, : 5035 - 5040
  • [5] Fast Quantum Algorithms for Trace Distance Estimation
    Wang, Qisheng
    Zhang, Zhicheng
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2024, 70 (04) : 2720 - 2733
  • [6] Optimization of fast block motion estimation algorithms
    Zeng, B
    Li, RX
    Liou, ML
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1997, 7 (06) : 833 - 844
  • [7] Fast and simple quantum state estimation
    Contreras, Daniel Uzcategui
    Senno, Gabriel
    Goyeneche, Dardo
    [J]. JOURNAL OF PHYSICS A-MATHEMATICAL AND THEORETICAL, 2021, 54 (08)
  • [8] Efficient Implementation Methodology of Fast FIR Filtering Algorithms on DSP
    Anissa Zergaïnoh
    Pierre Duhamel
    Jean Pierre Vidal
    [J]. Journal of VLSI signal processing systems for signal, image and video technology, 1997, 16 : 81 - 103
  • [9] Efficient implementation methodology of fast FIR filtering algorithms on DSP
    Zergainoh, A
    Duhamel, P
    Vidal, JP
    [J]. JOURNAL OF VLSI SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 1997, 16 (01): : 81 - 103
  • [10] Fast filtering algorithm for state estimation of lossy networks
    Lin, Hong
    Xu, Zhaowen
    Su, Hongye
    Xu, Yong
    Wu, Zhengguang
    [J]. IET CONTROL THEORY AND APPLICATIONS, 2014, 8 (18): : 2316 - 2324