Abstract
AbstractThe stray current of direct current (DC) railway systems causes magnetic disturbance in geomagnetic measurements, which may complicate the identification of useful information. The magnetic disturbance exhibits broadband characteristics in the frequency domain. In this paper, we propose a noise reduction method based on the adaptive Kalman filter to extract useful signals from the geomagnetic data with a high level of noise. The covariance matrixes of both the process noise (Q) and measurement noise (R) can be adaptively estimated to improve the performance of the adaptive Kalman filter. The proposed method is adopted to process the geomagnetic data collected at the Beijing Geomagnetic Observatory (BJI), which is affected by the DC railway system. The magnetic disturbance is largely reduced, and the signal-to-noise ratios of the horizontal and vertical components of the geomagnetic field are improved by more than 14 dB and 27 dB, respectively. The K-indices are calculated to evaluate the performance of the adaptive Kalman filter method. To assess the influence of the adaptive Kalman filter on natural signals, the geomagnetic data that contain rapid variations are processed. The denoising results show that the adaptive Kalman filter can effectively reduce the magnetic disturbance caused by DC railway system without large impact on the natural geomagnetic rapid variations.
Funder
Fundamental Research Funds for the Central Universities
Wenhai Program of QNLM
Publisher
Springer Science and Business Media LLC
Subject
Space and Planetary Science,Geology
Reference34 articles.
1. Akhlaghi S, Zhou N, Huang Z (2017) Adaptive adjustment of noise covariance in Kalman filter for dynamic state estimation. IEEE Power & Energy Society General Meeting, Chicago, pp 1–5
2. Basso GF, Guilherme Silva De Amorim T, Brito AV, Nascimento TP (2017) Kalman filter with dynamical setting of optimal process noise covariance. IEEE Access 5:8385–8393. https://doi.org/10.1109/ACCESS.2017.2697072
3. Chen CH, Lin CH, Yen HY, Chen CR, Jan JC, Wang CH, Liu JY (2017a) Artificial magnetic disturbance from the mass rapid transit system in Taiwan. Terra Nova 29:306–311. https://doi.org/10.1111/ter.12277
4. Chen Z, Koleva D, van Breugel K (2017b) A review on stray current-induced steel corrosion in infrastructure. Corros Rev 35:397–423. https://doi.org/10.1515/corrrev-2017-0009
5. Curto JJ (2020) Geomagnetic solar flare effects: a review. J Space Weather Space Clim 10:27. https://doi.org/10.1051/swsc/2020027
Cited by
4 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献