Optomechanical parameter estimation

被引:14
作者
Ang, Shan Zheng [1 ]
Harris, Glen I. [2 ]
Bowen, Warwick P. [2 ]
Tsang, Mankei [1 ,3 ]
机构
[1] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117583, Singapore
[2] Univ Queensland, Ctr Engn Quantum Syst, St Lucia, Qld 4072, Australia
[3] Natl Univ Singapore, Dept Phys, Singapore 117551, Singapore
来源
NEW JOURNAL OF PHYSICS | 2013年 / 15卷
基金
澳大利亚研究理事会; 新加坡国家研究基金会;
关键词
RESONANCE FORCE MICROSCOPY; QUANTUM; TRANSDUCER; NOISE; LIGHT;
D O I
10.1088/1367-2630/15/10/103028
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We propose a statistical framework for the problem of parameter estimation from a noisy optomechanical system. The Cramer-Rao lower bound on the estimation errors in the long-time limit is derived and compared with the errors of radiometer and expectation-maximization (EM) algorithms in the estimation of the force noise power. When applied to experimental data, the EM estimator is found to have the lowest error and follow the Cramer-Rao bound most closely. Our analytic results are envisioned to be valuable to optomechanical experiment design, while the EM algorithm, with its ability to estimate most of the system parameters, is envisioned to be useful for optomechanical sensing, atomic magnetometry and fundamental tests of quantum mechanics.
引用
收藏
页数:17
相关论文
共 46 条
  • [1] A scintillating bolometer for experiments on double beta decay
    Alessandrello, A
    Bashkirov, V
    Brofferio, C
    Bucci, C
    Camin, DV
    Cremonesi, O
    Fiorini, E
    Gervasio, G
    Giuliani, A
    Nucciotti, A
    Pavan, M
    Pessina, G
    Previtali, E
    Zanotti, L
    [J]. PHYSICS LETTERS B, 1998, 420 (1-2) : 109 - 113
  • [2] [Anonymous], 2013, ARXIV13030733
  • [3] [Anonymous], 2004, Beyond the Kalman Filter: Particle Filters for Tracking Applications
  • [4] [Anonymous], 2006, Time Series Analysis and Its Applications with R Examples
  • [5] Bagheri M, 2011, NAT NANOTECHNOL, V6, P726, DOI [10.1038/NNANO.2011.180, 10.1038/nnano.2011.180]
  • [6] Bar-Shalom Y., 2004, Estimation with applications to tracking and navigation: Theory algorithms and software
  • [7] Non-classical light generated by quantum-noise-driven cavity optomechanics
    Brooks, Daniel W. C.
    Botter, Thierry
    Schreppler, Sydney
    Purdy, Thomas P.
    Brahms, Nathan
    Stamper-Kurn, Dan M.
    [J]. NATURE, 2012, 488 (7412) : 476 - 480
  • [8] Macroscopic quantum mechanics: theory and experimental concepts of optomechanics
    Chen, Yanbei
    [J]. JOURNAL OF PHYSICS B-ATOMIC MOLECULAR AND OPTICAL PHYSICS, 2013, 46 (10)
  • [9] Critical coupling control of a microresonator by laser amplitude modulation
    Chow, Jong H.
    Taylor, Michael A.
    Lam, Timothy T-Y.
    Knittel, Joachim
    Sawtell-Rickson, Jye D.
    Shaddock, Daniel A.
    Gray, Malcolm B.
    McClelland, David E.
    Bowen, Warwick P.
    [J]. OPTICS EXPRESS, 2012, 20 (11): : 12622 - 12630
  • [10] A nanometre-scale mechanical electrometer
    Cleland, AN
    Roukes, ML
    [J]. NATURE, 1998, 392 (6672) : 160 - 162