Enhanced Root-MUSIC Algorithm Based on Matrix Reconstruction for Frequency Estimation

被引:4
|
作者
Zhu, Yingjie [1 ,2 ]
Zhang, Wuxiong [1 ]
Yi, Huiyue [1 ]
Xu, Hui [1 ]
机构
[1] Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, Key Lab Sci & Technol Microsyst, Shanghai 200050, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
关键词
root-MUSIC; frequency estimation; sparse; matrix reconstruction; FMCW radar;
D O I
10.3390/s23041829
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
In recent years, frequency-modulated continuous wave (FMCW) radar has been widely used in automatic driving, settlement monitoring and other fields. The range accuracy is determined by the estimation of the signal beat frequency. The existing algorithms are unable to distinguish between signal components with similar frequencies. To address this problem, this study proposed an enhanced root-MUSIC algorithm based on matrix reconstruction. Firstly, based on the sparsity of a singular value vector, a convex optimization problem was formulated to identify a singular value vector. Two algorithms were proposed to solve the convex optimization problem according to whether the standard deviation of noise needed to be estimated, from which an optimized singular value vector was obtained. Then, a signal matrix was reconstructed using an optimized singular value vector, and the Hankel structure of the signal matrix was restored by utilizing the properties of the Hankel matrix. Finally, the conventional root-MUSIC algorithm was utilized to estimate the signal beat frequency. The simulation results showed that the proposed algorithm improved the frequency resolution of multi-frequency signals in a noisy environment, which is beneficial to improve the multi-target range accuracy and resolution capabilities of FMCW radar.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] An Effective RCS Reconstruction Technique Based on Root-MUSIC Algorithm
    Ding, Pengcheng
    Que, Xiaofeng
    Hu, Jun
    IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS, 2024, 23 (12): : 4892 - 4896
  • [2] Iterative root-MUSIC algorithm for DOA estimation
    Shaghaghi, Mahdi
    Vorobyov, Sergiy A.
    2013 IEEE 5TH INTERNATIONAL WORKSHOP ON COMPUTATIONAL ADVANCES IN MULTI-SENSOR ADAPTIVE PROCESSING (CAMSAP 2013), 2013, : 53 - +
  • [3] Direction of arrival estimation using a root-MUSIC algorithm
    Hwang, H. K.
    Aliyazicioglu, Zekeriya
    Grice, Marshall
    Yakovlev, Anatoly
    IMECS 2008: INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, VOLS I AND II, 2008, : 1507 - 1510
  • [4] An Improved Fast Root-MUSIC Algorithm for DOA Estimation
    Jing, Xiong
    Du, Zi Cheng
    PROCEEDINGS OF 2012 INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND SIGNAL PROCESSING, 2012, : 256 - 258
  • [5] A Modified Root-MUSIC Algorithm for Signal DOA Estimation
    He Zishu
    Li Yong & Xiang Jingcheng(Institute of Electronic Engineering
    JournalofSystemsEngineeringandElectronics, 1999, (04) : 42 - 47
  • [6] Estimate the Frequency of Harmonic using the Root-MUSIC Algorithm
    Yang, Shiyong
    Tan, Xiaorong
    Wang, Yanqing
    2017 10TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI), 2017,
  • [7] Choice of root in root-MUSIC for OFDM carrier frequency offset estimation
    Cheng, Q
    2005 Asia-Pacific Conference on Communications (APCC), Vols 1& 2, 2005, : 534 - 536
  • [8] An Improved Algorithm of PAST and Root-MUSIC for Signal Frequency Tracking
    Wang, Chunping
    Cheng, Yuanzeng
    Fu, Qiang
    PROCEEDINGS 2010 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, (ICCSIT 2010), VOL 1, 2010, : 159 - 163
  • [9] Polynomial Root-MUSIC Algorithm for Efficient Broadband Direction Of Arrival Estimation
    Coventry, William
    Clemente, Carmine
    Soraghan, John
    2017 SENSOR SIGNAL PROCESSING FOR DEFENCE CONFERENCE (SSPD), 2017, : 84 - 88
  • [10] DoA Estimation in the Presence of Mutual Coupling Using Root-MUSIC Algorithm
    Atesavci, Cihad Sinan
    Bahadirlar, Yildirim
    Aldirmaz-Colak, Sultan
    2021 8TH INTERNATIONAL CONFERENCE ON ELECTRICAL AND ELECTRONICS ENGINEERING (ICEEE 2021), 2021, : 292 - 298