A co-prime array ultrasonic wind measurement method based on FL-ESB algorithm
Accurate wind speed and direction measurement is crucial in many environmental applications, but achieving reliable results in the presence of mixed noise, such as impulse and Gaussian noise, remains a significant challenge. Traditional methods often fail to maintain accuracy under these conditions....
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          | Published in | Measurement science & technology Vol. 36; no. 3; p. 36125 | 
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| Main Authors | , , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
          
        31.03.2025
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| Online Access | Get full text | 
| ISSN | 0957-0233 1361-6501  | 
| DOI | 10.1088/1361-6501/adb322 | 
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| Abstract | Accurate wind speed and direction measurement is crucial in many environmental applications, but achieving reliable results in the presence of mixed noise, such as impulse and Gaussian noise, remains a significant challenge. Traditional methods often fail to maintain accuracy under these conditions. This paper proposes a co-prime array wind measurement method based on fractional low-order eigenspace beam forming (FL-ESB) algorithm. The proposed method adopts a co-prime arc ultrasonic sensor structure consisting of two sets of uniform arc subarrays. This structure can increase the array aperture and improve the measurement accuracy. Combined with the idea of fractional low order covariance, the FL-ESB algorithm is proposed to realize the effective suppression of impulse and Gaussian mixed noise. The estimated variance and wind parameters’ Cramer Rao Bound are obtained through theoretical analysis and simulation. Simulation results show that under a signal-to-noise ratio of −4 dB, the root mean square error of wind speed is less than 0.6 m s −1 , and the root mean square error of wind direction angle is less than 2 ∘ . These results confirm that the proposed method effectively measures wind speed and direction in mixed noise environments.In conclusion, the FL-ESB-based co-prime array method provides a robust solution for accurate wind measurement, offering improved noise suppression and accuracy compared to traditional methods. | 
    
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| AbstractList | Accurate wind speed and direction measurement is crucial in many environmental applications, but achieving reliable results in the presence of mixed noise, such as impulse and Gaussian noise, remains a significant challenge. Traditional methods often fail to maintain accuracy under these conditions. This paper proposes a co-prime array wind measurement method based on fractional low-order eigenspace beam forming (FL-ESB) algorithm. The proposed method adopts a co-prime arc ultrasonic sensor structure consisting of two sets of uniform arc subarrays. This structure can increase the array aperture and improve the measurement accuracy. Combined with the idea of fractional low order covariance, the FL-ESB algorithm is proposed to realize the effective suppression of impulse and Gaussian mixed noise. The estimated variance and wind parameters’ Cramer Rao Bound are obtained through theoretical analysis and simulation. Simulation results show that under a signal-to-noise ratio of −4 dB, the root mean square error of wind speed is less than 0.6 m s −1 , and the root mean square error of wind direction angle is less than 2 ∘ . These results confirm that the proposed method effectively measures wind speed and direction in mixed noise environments.In conclusion, the FL-ESB-based co-prime array method provides a robust solution for accurate wind measurement, offering improved noise suppression and accuracy compared to traditional methods. | 
    
| Author | Xie, Shijuan Yu, Boli Liu, Xiaosong Shan, Zebiao  | 
    
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| Cites_doi | 10.37188/OPE.20212911.2734 10.1016/j.dsp.2020.102923 10.1016/j.isatra.2024.11.037 10.1109/TIM.2018.2890326 10.1088/1361-6501/aa9644 10.1016/j.sna.2024.115908 10.1088/1361-6501/abaaea 10.1109/LGRS.2023.3338013 10.1109/TGRS.2014.2313116 10.1016/j.dsp.2019.04.005 10.1109/49.233212 10.1016/j.measurement.2022.110847 10.1007/s10260-021-00571-9 10.1016/j.isatra.2016.07.010 10.1088/1755-1315/1350/1/012041 10.1109/JSEN.2016.2567422 10.1088/1361-6501/ad3f37 10.1088/1742-6596/1812/1/012007 10.1109/LGRS.2023.3236005 10.1088/1361-6501/ad4b4f 10.1016/j.apacoust.2019.107093 10.1109/78.510611 10.1109/36.662739 10.1016/j.isatra.2018.07.042 10.3233/JCM-191020 10.1109/TVT.2017.2704610  | 
    
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| References | Sun (mstadb322bib33) 2012; 33 Fabiano dos Santos (mstadb322bib9) 2019; 68 Tsakalides (mstadb322bib22) 1996; 44 Zhou (mstadb322bib29) 2018; 67 Li (mstadb322bib17) 2018; 81 Xu (mstadb322bib26) 2021; 1812 Zhang (mstadb322bib30) 2019; 90 Jiang (mstadb322bib7) 2020; 159 Luan (mstadb322bib27) 2021; 110 Eltoft (mstadb322bib19) 1998; 36 Blackard (mstadb322bib21) 1993; 11 Ghaemi-Nasab (mstadb322bib6) 2017; 29 Zong (mstadb322bib20) 2024; 35 Li (mstadb322bib32) 2022; 192 Shoupeng (mstadb322bib14) 2020; 32 Shan (mstadb322bib11) 2024; 21 Shi (mstadb322bib23) 2021; 29 Pitera (mstadb322bib24) 2022; 31 Lisnawati (mstadb322bib3) 2024; 1350 Sun (mstadb322bib12) 2016 Wei (mstadb322bib28) 2022; 44 Shan (mstadb322bib4) 2023; 20 Yue (mstadb322bib25) 2014; 52 Zhang (mstadb322bib8) 2019; 19 Wu (mstadb322bib31) 2016; 16 Shan (mstadb322bib5) 2024; 379 Wang (mstadb322bib13) 2024; 35 Shan (mstadb322bib1) 2025; 156 Saito (mstadb322bib10) 2018; 1–4 Lu (mstadb322bib18) 2021; 10 Shan (mstadb322bib15) 2021; 42 Li (mstadb322bib16) 2016; 65 Shan (mstadb322bib2) 2023; 51 Jiang (mstadb322bib34) 2009; 30  | 
    
| References_xml | – volume: 29 start-page: 2734 year: 2021 ident: mstadb322bib23 article-title: Wind vector measurement based on ultrasonic sensors in the mixed noise of α and gaussian noise publication-title: Opt. Precis. Eng. doi: 10.37188/OPE.20212911.2734 – volume: 110 year: 2021 ident: mstadb322bib27 article-title: Generalized covariance for non-gaussian signal processing and GC-MUSIC under alpha-stable distributed noise publication-title: Digit. Signal Process. doi: 10.1016/j.dsp.2020.102923 – volume: 30 start-page: 1454 year: 2009 ident: mstadb322bib34 article-title: Doa estimation in impulsive clutter for mimo radars publication-title: Hangkong Xuebao/Acta Aeronaut. Astronaut. Sin. – volume: 156 start-page: 725 year: 2025 ident: mstadb322bib1 article-title: Ultrasonic wind vector measurement based on quadratic correlation two-frequency phase method publication-title: ISA Trans. doi: 10.1016/j.isatra.2024.11.037 – volume: 68 start-page: 4234 year: 2019 ident: mstadb322bib9 article-title: Recovering of corrupted ultrasonic waves, for determination of TOF using the zero-crossing detection technique publication-title: IEEE Trans. Instrum. Meas. doi: 10.1109/TIM.2018.2890326 – volume: 29 year: 2017 ident: mstadb322bib6 article-title: A new approach to correct yaw misalignment in the spinning ultrasonic anemometer publication-title: Meas. Sci. Technol. doi: 10.1088/1361-6501/aa9644 – start-page: p 1 year: 2016 ident: mstadb322bib12 article-title: Experimental array signal processing demonstration system by utilizing microphone array – volume: 379 year: 2024 ident: mstadb322bib5 article-title: Arrayed ultrasonic wind speed and direction measurement based on the BNF-FLOC-MUSIC algorithm publication-title: Sens. Actuators A doi: 10.1016/j.sna.2024.115908 – volume: 32 year: 2020 ident: mstadb322bib14 article-title: Fri-based sparse sampling for ultrasonic array signals based on pulse-positive sequence delay synthesis publication-title: Meas. Sci. Technol. doi: 10.1088/1361-6501/abaaea – volume: 21 start-page: 1 year: 2024 ident: mstadb322bib11 article-title: A dual-frequency phase difference method for wind speed and direction measurements based on second-order fractional low-order covariance publication-title: IEEE Geosci. Remote Sens. Lett. doi: 10.1109/LGRS.2023.3338013 – volume: 52 start-page: 7495 year: 2014 ident: mstadb322bib25 article-title: Seismic wavelet estimation using covariation approach publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/TGRS.2014.2313116 – volume: 90 start-page: 36 year: 2019 ident: mstadb322bib30 article-title: A novel high degree of freedom sparse array with displaced multistage cascade subarrays publication-title: Digit. Signal Process. doi: 10.1016/j.dsp.2019.04.005 – volume: 11 start-page: 991 year: 1993 ident: mstadb322bib21 article-title: Measurements and models of radio frequency impulsive noise for indoor wireless communications publication-title: IEEE J. Sel. Areas Commun. doi: 10.1109/49.233212 – volume: 192 year: 2022 ident: mstadb322bib32 article-title: Wind parameters measurement method based on co-prime array signal processing publication-title: Measurement doi: 10.1016/j.measurement.2022.110847 – volume: 31 start-page: 387 year: 2022 ident: mstadb322bib24 article-title: Goodness-of-fit test for α-stable distribution based on the quantile conditional variance statistics publication-title: Stat. Methods Appl. doi: 10.1007/s10260-021-00571-9 – volume: 65 start-page: 437 year: 2016 ident: mstadb322bib16 article-title: Wind speed and direction measurement based on arc ultrasonic sensor array signal processing algorithm publication-title: ISA Trans. doi: 10.1016/j.isatra.2016.07.010 – volume: 1350 year: 2024 ident: mstadb322bib3 article-title: True wind direction and speed measurements system on the ship with 433 MHz radio telemetry publication-title: IOP Conf. Ser.: Earth Environ. Sci. doi: 10.1088/1755-1315/1350/1/012041 – volume: 10 start-page: 115 year: 2021 ident: mstadb322bib18 article-title: Wind speed and direction measurement using ultrasonic array sensors based on ESB beamforming algorithm publication-title: Inst. Tech. Sens. – volume: 16 start-page: 5660 year: 2016 ident: mstadb322bib31 article-title: Two-dimensional direction-of-arrival estimation for co-prime planar arrays: a partial spectral search approach publication-title: IEEE Sens. J. doi: 10.1109/JSEN.2016.2567422 – volume: 42 start-page: 279 year: 2021 ident: mstadb322bib15 article-title: Wind speed and direction measurement of array ultrasonic sensors based on high-order cumulant publication-title: Chin. J. Sci. Inst. – volume: 35 year: 2024 ident: mstadb322bib13 article-title: Optimization of tunnel grouting detection technology based on ultrasonic phased array publication-title: Meas. Sci. Technol. doi: 10.1088/1361-6501/ad3f37 – volume: 1812 year: 2021 ident: mstadb322bib26 article-title: Doa estimation based on fractional low-order multi-sensor time-frequency analysis in heavy tailed noise publication-title: J. Phys.: Conf. Ser. doi: 10.1088/1742-6596/1812/1/012007 – volume: 33 start-page: 67 year: 2012 ident: mstadb322bib33 article-title: Modified music spectrum estimation methods under impulse noise environments publication-title: J. Dalian Jiaotong Univ. – volume: 44 start-page: 1069 year: 2022 ident: mstadb322bib28 article-title: Doa estimation method for coherent signals based on coprime array virtual array spatial smoothing publication-title: Syst. Eng. Electron. – volume: 20 start-page: 1 year: 2023 ident: mstadb322bib4 article-title: Wind speed and direction measurement based on three mutually transmitting ultrasonic sensors publication-title: IEEE Geosci. Remote Sens. Lett. doi: 10.1109/LGRS.2023.3236005 – volume: 35 year: 2024 ident: mstadb322bib20 article-title: Linearly-coupled sigmoid bistable stochastic resonance for weak signal detection publication-title: Meas. Sci. Technol. doi: 10.1088/1361-6501/ad4b4f – volume: 159 year: 2020 ident: mstadb322bib7 article-title: An accurate ultrasonic wind speed and direction measuring method by combining time-difference and phase-difference measurement using coded pulses combination publication-title: Appl. Acoust. doi: 10.1016/j.apacoust.2019.107093 – volume: 1–4 year: 2018 ident: mstadb322bib10 article-title: High resolution time-of-flight measurement with narrow-band cots ultrasonic transducers publication-title: IEEE Sens. doi: 10.1016/j.measurement.2022.110847 – volume: 44 start-page: 1623 year: 1996 ident: mstadb322bib22 article-title: The robust covariation-based MUSIC (ROC-MUSIC) algorithm for bearing estimation in impulsive noise environments publication-title: IEEE Trans. Signal Process. doi: 10.1109/78.510611 – volume: 36 start-page: 562 year: 1998 ident: mstadb322bib19 article-title: Non-gaussian signal statistics in ocean sar imagery publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/36.662739 – volume: 81 start-page: 259 year: 2018 ident: mstadb322bib17 article-title: A novel ultrasonic array signal processing scheme for wind measurement publication-title: ISA Trans. doi: 10.1016/j.isatra.2018.07.042 – volume: 19 start-page: 139 year: 2019 ident: mstadb322bib8 article-title: Design of the new ultrasonic wind speed and direction sensor publication-title: J. Computat. Methods Sci. Eng. doi: 10.3233/JCM-191020 – volume: 67 start-page: 1099 year: 2018 ident: mstadb322bib29 article-title: A robust and efficient algorithm for coprime array adaptive beamforming publication-title: IEEE Trans. Veh. Technol. doi: 10.1109/TVT.2017.2704610 – volume: 51 start-page: 2428 year: 2023 ident: mstadb322bib2 article-title: Wind measurement with three mutually transmitting ultrasonic sensors based on quadratic correlation method publication-title: Acta Electron. Sin. doi: 10.1109/LGRS.2023.3236005  | 
    
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