Estimation of geomagnetic field disturbance using the wavelet transform
This paper discusses the main aspects of geomagnetic data processing using the wavelet transform. The wavelet transform is shown to be efficient for automatic extraction of unperturbed level of the horizontal component of the Earth’s magnetic field. As a result, it becomes possible to significantly...
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| Veröffentlicht in: | Pattern recognition and image analysis Jg. 26; H. 4; S. 773 - 781 |
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| Sprache: | Englisch |
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Moscow
Pleiades Publishing
01.10.2016
Springer Nature B.V |
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| ISSN: | 1054-6618, 1555-6212 |
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| Abstract | This paper discusses the main aspects of geomagnetic data processing using the wavelet transform. The wavelet transform is shown to be efficient for automatic extraction of unperturbed level of the horizontal component of the Earth’s magnetic field. As a result, it becomes possible to significantly reduce the errors arising during automatic calculations of the local geomagnetic activity index (local K-index) in comparison with adaptive smoothing (KAsm is Adaptative Smoothing method) recommended by INTERMAGNET. It has been found that prior to magnetic storms, we can observe a weak rise of geomagnetic activity in different frequency bands connected with the development of an approaching storm. |
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| AbstractList | This paper discusses the main aspects of geomagnetic data processing using the wavelet transform. The wavelet transform is shown to be efficient for automatic extraction of unperturbed level of the horizontal component of the Earth’s magnetic field. As a result, it becomes possible to significantly reduce the errors arising during automatic calculations of the local geomagnetic activity index (local K-index) in comparison with adaptive smoothing (KAsm is Adaptative Smoothing method) recommended by INTERMAGNET. It has been found that prior to magnetic storms, we can observe a weak rise of geomagnetic activity in different frequency bands connected with the development of an approaching storm. |
| Author | Mandrikova, O. V. Khomutov, S. Yu Geppener, V. V. Baishev, D. G. Klionskiy, D. M. Solovjev, I. S. |
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| Cites_doi | 10.1029/2006JA011635 10.1016/j.dsp.2012.08.007 10.1134/S0016793213020102 10.1016/j.jastp.2008.05.007 10.1016/j.asr.2012.07.035 10.1137/1.9781611970104 10.3103/S1062873809030265 |
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| DOI | 10.1134/S1054661816040076 |
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| Keywords | geomagnetic activity index geomagnetic data processing Earth’s magnetic field magnetic storm wavelet transform |
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| References | ChuiC. K.An Introduction in Wavelets1992New YorkAcad. Press0925.42016 RotanovaN.BondarT.IvanovV.Wavelet analysis of secular geomagnetic variationsGeomagn. Aeron.200444252258 XuZ.An assessment study of the wavelet- based index of magnetic storm activity (WISA) and its comparison to the Dst indexJ. Atmos. Solar-Terr. Phys.2008701579158810.1016/j.jastp.2008.05.007 DaubechiesI.Ten Lectures on Wavelets199210.1137/1.97816119701040776.42018 MandrikovaO. V.SolovevI. S.The method of the extracting disturbance and estimates of the Earth’s magnetic field is based on the wavelet-packetProc. 11th Int. Conf. on Pattern Recognition and Image Analysis2013 TyastoM. I.DanilovaO. A.DvornikovV. M.SdobnovV. E.Strong cosmic ray cutoff rigidity decreases during great magnetospheric disturbancesBull. Russ. Acad. Sci. Phys.200973336710.3103/S1062873809030265 MallatS.A Wavelet Tour of Signal Processing1999LondonAcademic Press0998.94510 MandrikovaO. V.BogdanovV. V.SolovjevI. S.Wavelet analysis of geomagnetic field dataGeomagn. Aeron.201353226827610.1134/S0016793213020102 ToptyginI. N.Cosmic Rays in Interplanetary Magnetic Fields1983MoscowNauka NayarS. R. P.RadhikaV. N.SeenaP. T.Investigation of substorms during geomagnetic storms using wavelet techniquesProc. ILWS Workshop2006 HafezA. G.GhamryE.YayamaH.YumotoK.Systematic examination of the geomagnetic storm sudden commencement using multi resolution analysisAdv. Space Res.2013511394910.1016/j.asr.2012.07.035 ZalyaevT. L.Algorithms for anomaly extraction in cosmic ray variations during heliospheric perturbationsIzv. “LETI,” No.2015102532 JachA.Wavelet-based index of magnetic storm activityJ. Geophys. Res.2006111a0921510.1029/2006JA011635 BudkoN. I.ZaitsevA. N.KarpachevA. T.KozlovA. N.FilippovB. P.Cosmic Environment around Us2006 MandrikovaO. V.SolovjevI. S.GeppenerV. V.Al-KasasbehdR. T.KlionskiyD. M.Analysis of the Earth’s magnetic field variations on the basis of a wavelet-based approachDigital Signal Processing201323329339300025310.1016/j.dsp.2012.08.007 I. Daubechies (4731_CR11) 1992 C. K. Chui (4731_CR12) 1992 N. I. Budko (4731_CR1) 2006 S. Mallat (4731_CR10) 1999 O. V. Mandrikova (4731_CR2) 2013; 23 Z. Xu (4731_CR7) 2008; 70 O. V. Mandrikova (4731_CR3) 2013 I. N. Toptygin (4731_CR14) 1983 O. V. Mandrikova (4731_CR4) 2013; 53 N. Rotanova (4731_CR5) 2004; 44 A. G. Hafez (4731_CR9) 2013; 51 A. Jach (4731_CR6) 2006; 111 S. R. P. Nayar (4731_CR8) 2006 M. I. Tyasto (4731_CR13) 2009; 73 T. L. Zalyaev (4731_CR15) 2015; 10 |
| References_xml | – reference: XuZ.An assessment study of the wavelet- based index of magnetic storm activity (WISA) and its comparison to the Dst indexJ. Atmos. Solar-Terr. Phys.2008701579158810.1016/j.jastp.2008.05.007 – reference: MandrikovaO. V.SolovevI. S.The method of the extracting disturbance and estimates of the Earth’s magnetic field is based on the wavelet-packetProc. 11th Int. Conf. on Pattern Recognition and Image Analysis2013 – reference: MandrikovaO. V.BogdanovV. V.SolovjevI. S.Wavelet analysis of geomagnetic field dataGeomagn. Aeron.201353226827610.1134/S0016793213020102 – reference: ToptyginI. N.Cosmic Rays in Interplanetary Magnetic Fields1983MoscowNauka – reference: ZalyaevT. L.Algorithms for anomaly extraction in cosmic ray variations during heliospheric perturbationsIzv. “LETI,” No.2015102532 – reference: TyastoM. I.DanilovaO. A.DvornikovV. M.SdobnovV. E.Strong cosmic ray cutoff rigidity decreases during great magnetospheric disturbancesBull. Russ. Acad. Sci. Phys.200973336710.3103/S1062873809030265 – reference: NayarS. R. P.RadhikaV. N.SeenaP. T.Investigation of substorms during geomagnetic storms using wavelet techniquesProc. ILWS Workshop2006 – reference: MallatS.A Wavelet Tour of Signal Processing1999LondonAcademic Press0998.94510 – reference: HafezA. G.GhamryE.YayamaH.YumotoK.Systematic examination of the geomagnetic storm sudden commencement using multi resolution analysisAdv. Space Res.2013511394910.1016/j.asr.2012.07.035 – reference: JachA.Wavelet-based index of magnetic storm activityJ. Geophys. Res.2006111a0921510.1029/2006JA011635 – reference: ChuiC. K.An Introduction in Wavelets1992New YorkAcad. Press0925.42016 – reference: DaubechiesI.Ten Lectures on Wavelets199210.1137/1.97816119701040776.42018 – reference: MandrikovaO. V.SolovjevI. S.GeppenerV. V.Al-KasasbehdR. T.KlionskiyD. M.Analysis of the Earth’s magnetic field variations on the basis of a wavelet-based approachDigital Signal Processing201323329339300025310.1016/j.dsp.2012.08.007 – reference: BudkoN. I.ZaitsevA. N.KarpachevA. T.KozlovA. N.FilippovB. P.Cosmic Environment around Us2006 – reference: RotanovaN.BondarT.IvanovV.Wavelet analysis of secular geomagnetic variationsGeomagn. Aeron.200444252258 – volume-title: Cosmic Environment around Us year: 2006 ident: 4731_CR1 – volume-title: Proc. 11th Int. Conf. on Pattern Recognition and Image Analysis year: 2013 ident: 4731_CR3 – volume: 111 start-page: a09215 year: 2006 ident: 4731_CR6 publication-title: J. Geophys. Res. doi: 10.1029/2006JA011635 – volume-title: An Introduction in Wavelets year: 1992 ident: 4731_CR12 – volume-title: Proc. ILWS Workshop year: 2006 ident: 4731_CR8 – volume-title: Cosmic Rays in Interplanetary Magnetic Fields year: 1983 ident: 4731_CR14 – volume-title: A Wavelet Tour of Signal Processing year: 1999 ident: 4731_CR10 – volume: 23 start-page: 329 year: 2013 ident: 4731_CR2 publication-title: Digital Signal Processing doi: 10.1016/j.dsp.2012.08.007 – volume: 53 start-page: 268 issue: 2 year: 2013 ident: 4731_CR4 publication-title: Geomagn. Aeron. doi: 10.1134/S0016793213020102 – volume: 70 start-page: 1579 year: 2008 ident: 4731_CR7 publication-title: J. Atmos. Solar-Terr. Phys. doi: 10.1016/j.jastp.2008.05.007 – volume: 51 start-page: 39 issue: 1 year: 2013 ident: 4731_CR9 publication-title: Adv. Space Res. doi: 10.1016/j.asr.2012.07.035 – volume: 10 start-page: 25 year: 2015 ident: 4731_CR15 publication-title: Izv. “LETI,” No. – volume: 44 start-page: 252 year: 2004 ident: 4731_CR5 publication-title: Geomagn. Aeron. – volume-title: Ten Lectures on Wavelets year: 1992 ident: 4731_CR11 doi: 10.1137/1.9781611970104 – volume: 73 start-page: 367 issue: 3 year: 2009 ident: 4731_CR13 publication-title: Bull. Russ. Acad. Sci. Phys. doi: 10.3103/S1062873809030265 |
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| SubjectTerms | Analysis Applied Problems Automation Computer Science Data processing Disturbances Geomagnetic fields Geomagnetism Image Processing and Computer Vision Magnetic fields Magnetism Mathematical analysis Observatories Pattern Recognition Propagation Smoothing Storms Studies Wavelet transforms |
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| Title | Estimation of geomagnetic field disturbance using the wavelet transform |
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