High-Precision Sensor Tuning of Proton Precession Magnetometer by Combining Principal Component Analysis and Singular Value Decomposition

The sensor tuning of a proton precession magnetometer determines the signal-to-noise ratio (SNR) of induced free induction decay (FID) signal, while the quality of the FID influences the measurement accuracy of the geomagnetic field. Even though numerous methods have been proven to be effective in improving the tuning precision, how to efficiently decrease tuning error in a noisy environment is still a crucial challenge. To end this, a new tuning algorithm based on the combination of principal component analysis (PCA) and singular value decomposition (SVD), namely C-PCASVD, was presented in this paper. This novel algorithm aims to suppress the interference of the FID signal. The proposed C-PCASVD can obtain the dominant principal components of FID and noise, respectively. In addition, it is able to identify the corresponding singular values of interference, which could achieve an optimum trade-off between the denoised FID and noise reduction efficiency. The performance of the proposed method is tested on synthetic and field signals from different surveys. Good tuning frequency estimations are obtained at different SNRs. Through comparing the proposed C-PCASVD tuning algorithm with the state-of-the-art methods, including peak detection (PD), auto-correction and FFT (AC-FFT), and secondary tuning based on SVD (ST-SVD), the experimental results demonstrate that the C-PCASVD can significantly improve the tuning precision of proton precession magnetometer in a noisy environment.

[1]  C. T. Ho,et al.  Sensitivity Integrity for tool monitoring, tuning and matching , 2014, 2014 e-Manufacturing & Design Collaboration Symposium (eMDC).

[2]  Huan Liu,et al.  Short-Time and High-Precision Measurement Method for Larmor Frequency of Marine Overhauser Sensor , 2017, IEEE Sensors Journal.

[3]  Jun Zhu,et al.  Overhauser Geomagnetic Sensor Based on the Dynamic Nuclear Polarization Effect for Magnetic Prospecting , 2016, Sensors.

[4]  S. Kiselev,et al.  Theodolite-borne vector Overhauser magnetometer: DIMOVER , 2006 .

[5]  B. Everitt,et al.  Exploratory Factor Analysis , 2011 .

[6]  A. Overhauser Polarization of Nuclei in Metals , 1953 .

[7]  Jun Lin,et al.  High-sensitivity cooled coil system for nuclear magnetic resonance in kHz range. , 2014, The Review of scientific instruments.

[8]  James A. Slavin,et al.  Observations of Mercury's northern cusp region with MESSENGER's Magnetometer , 2011 .

[9]  Xun Wang,et al.  Nonlinear PCA With the Local Approach for Diesel Engine Fault Detection and Diagnosis , 2008, IEEE Transactions on Control Systems Technology.

[10]  Huan Liu,et al.  Construction of an Overhauser magnetic gradiometer and the applications in geomagnetic observation and ferromagnetic target localization , 2017 .

[11]  Kiwoong Kim,et al.  Proton spin-echo magnetometer: a novel approach for magnetic field measurement in residual field gradient , 2015 .

[12]  Huan Liu,et al.  Research on a secondary tuning algorithm based on SVD & STFT for FID signal , 2016 .

[13]  Huan Liu,et al.  Noise characterization for the FID signal from proton precession magnetometer , 2017 .

[14]  M. Bennati,et al.  A high saturation factor in Overhauser DNP with nitroxide derivatives: the role of (14)N nuclear spin relaxation. , 2015, Physical chemistry chemical physics : PCCP.

[15]  A. Gopinath,et al.  8-Channel RF head coil of MRI with automatic tuning and matching , 2013, 2013 IEEE MTT-S International Microwave Symposium Digest (MTT).

[16]  G. V. Karpov Pulsed nuclear magnetic resonance magnetometer , 2015 .

[17]  Huan Liu,et al.  Research on an Improved Resonant Cavity for Overhauser Geomagnetic Sensor , 2018, IEEE Sensors Journal.

[18]  S. Tumanski,et al.  Modern magnetic field sensors – a review , 2013 .

[19]  Huan Liu,et al.  An Automatic Wideband 90° Phase Shifter for Optically Pumped Cesium Magnetometers , 2017, IEEE Sensors Journal.

[20]  M. K. Mohd Salleh,et al.  Tuning circuit based on varactor for tunable filter , 2011, 2011 IEEE International RF & Microwave Conference.

[21]  C. Park,et al.  Estimation of hydrothermal deposits location from magnetization distribution and magnetic properties in the North Fiji Basin , 2013 .

[22]  J. Schneiderman,et al.  Improvement of Ultra-Low Field Magnetic Resonance Recordings With a Multilayer Flux-Transformer-Based High-$T_{\rm C}$ SQUID Magnetometer , 2013, IEEE Transactions on Applied Superconductivity.

[23]  Huan Liu,et al.  Apparatus and method for efficient sampling of critical parameters demonstrated by monitoring an Overhauser geomagnetic sensor. , 2018, The Review of scientific instruments.

[24]  A comprehensive study of parameter determination in a joint MRS and TEM data analysis scheme , 2013 .

[25]  To-Po Wang,et al.  Frequency-Tuning Negative-Conductance Boosted Structure and Applications for Low-Voltage Low-Power Wide-Tuning-Range VCO , 2015, IEEE Transactions on Very Large Scale Integration (VLSI) Systems.