One novel parameters estimation method for magnetic resonance spectroscopy based on decimation and prior knowledge of signal poles

被引:0
|
作者
Zeng, Wei-Ming [1 ]
Liang, Xiao-Yun [2 ]
Luo, Li-Min [2 ]
Wang, Zheng-You [1 ]
Fang, Zhi-Jun [1 ]
机构
[1] School of Information Management, Jiangxi University of Finance and Economics, Nanchang 330013, China
[2] Laboratory of Image Technology, Southeast University, Nanjing 210096, China
来源
关键词
Computational complexity - Computer aided diagnosis - Magnetic resonance spectroscopy - Medical imaging - Parameter estimation;
D O I
暂无
中图分类号
学科分类号
摘要
Parameter estimation of Magnetic Resonance Spectroscopy (MRS) signal is a key step for the application of MRS. To the best of our knowledge, there are no parameter estimation methods that are based on decimation in combination with prior knowledge to estimate the parameters of MRS signals. This paper puts forward a novel method for parameter estimation of MRS signal, which takes advantage of prior knowledge of signal poles to improve the accuracy of quantification. At the same time decimation is exploited to further increase the performance of subspace-based parameter estimation in the case of oversampling. The theory analysis and experiment results show that in terms of computational complexity and accuracy the novel method performs much better than the commonly used methods such as HTLS and HTLSPK.
引用
收藏
页码:2226 / 2231
相关论文
共 50 条
  • [31] Weak signal detection method based on novel composite multistable stochastic resonance
    焦尚彬
    高蕊
    薛琼婕
    史佳强
    Chinese Physics B, 2023, 32 (05) : 213 - 222
  • [32] A Novel Method of Non-sinusoidal Signal Detection Based on Pulse Resonance
    Zhao, Zhiyong
    Wang, Hongxing
    Wang, Hongli
    Liu, Xiguo
    2010 IEEE 10TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS (ICSP2010), VOLS I-III, 2010, : 1541 - 1543
  • [33] Optimization of metabolite basis sets prior to quantitation in magnetic resonance spectroscopy: an approach based on quantum mechanics
    Lazariev, A.
    Allouche, A-R
    Aubert-Frecon, M.
    Fauvelle, F.
    Piotto, M.
    Elbayed, K.
    Namer, I-J
    van Ormondt, D.
    Graveron-Demilly, D.
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2011, 22 (11)
  • [34] A novel numerical method for estimation the photovoltaic cells/modules parameters based on dichotomy method
    Elhammoudy, Abdelfattah
    Elyaqouti, Mustapha
    Ben Hmamou, Dris
    Arjdal, El Hanafi
    Saadaoui, Driss
    Lidaighbi, Souad
    Choulli, Imade
    RESULTS IN OPTICS, 2023, 12
  • [35] A novel reconstruction method for magnetic resonance elastography based on the Helmholtz decomposition
    Fushimi M.
    Nara T.
    Measurement: Sensors, 2022, 24
  • [36] A novel method measuring induction machine parameters based on digital signal processing
    Wang, CJ
    Xu, LY
    IEMDC'99 - IEEE INTERNATIONAL ELECTRIC MACHINES AND DRIVES CONFERENCE, PROCEEDINGS, 1999, : 363 - 365
  • [37] A Novel Method for Lower Limb Joint Angle Estimation Based on sEMG Signal
    Qin, Pengjie
    Shi, Xin
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2021, 70
  • [38] A Novel SNR Estimation Method Based on Spread Spectrum Signal in Troposcatter Communication
    Shen B.
    Qin J.
    Beijing Ligong Daxue Xuebao/Transaction of Beijing Institute of Technology, 2021, 41 (08): : 873 - 877
  • [39] A Novel Parameter Estimation Method of Chirp Signal Based on Fractional Fourier Transform
    Chen, Rong
    Wang, Yiming
    2011 6TH INTERNATIONAL ICST CONFERENCE ON COMMUNICATIONS AND NETWORKING IN CHINA (CHINACOM), 2011, : 82 - 87
  • [40] A novel method for hand pose estimation based on inertial and magnetic sensors
    Fang, Bin
    Sun, Fuchun
    PROCESSING OF 2014 INTERNATIONAL CONFERENCE ON MULTISENSOR FUSION AND INFORMATION INTEGRATION FOR INTELLIGENT SYSTEMS (MFI), 2014,