Novel Data Analysis Techniques in Coronal Seismology

被引:17
作者
Anfinogentov, Sergey A. [1 ]
Antolin, Patrick [2 ]
Inglis, Andrew R. [3 ]
Kolotkov, Dmitrii [1 ,4 ]
Kupriyanova, Elena G. [5 ]
McLaughlin, James A. [2 ]
Nistico, Giuseppe [6 ]
Pascoe, David J. [7 ]
Prasad, S. Krishna [7 ]
Yuan, Ding [8 ]
机构
[1] Inst Solar Terr Phys SB RAS, Lermontov St 126a, Irkutsk 664033, Russia
[2] Northumbria Univ, Dept Math Phys & Elect Engn, Newcastle Upon Tyne NE1 8ST, Tyne & Wear, England
[3] NASA, Heliophys Sci Div, Solar Phys Lab, Goddard Space Flight Ctr, Code 671, Greenbelt, MD 20771 USA
[4] Univ Warwick, Ctr Fus Space & Astrophys, Phys Dept, Coventry CV4 7AL, W Midlands, England
[5] RAS, Cent Astron Observ Pulkovo, St Petersburg, Russia
[6] Univ Calabria, Dipartimento Fis, Via P Bucci,Cubo 31C, I-87036 Arcavacata Di Rende, CS, Italy
[7] Katholieke Univ Leuven, Math Dept, Ctr Math Plasma Astrophys, Celestijnenlaan 200B Bus 2400, B-3001 Leuven, Belgium
[8] Harbin Inst Technol, Inst Space Sci & Appl Technol, Shenzhen 518055, Guangdong, Peoples R China
基金
中国国家自然科学基金; 英国科学技术设施理事会; 欧洲研究理事会;
关键词
Sun; corona; waves; Magnetohydrodynamics; Data processing; EMPIRICAL MODE DECOMPOSITION; QUASI-PERIODIC PULSATIONS; MOTION MAGNIFICATION; MULTISCALE ANALYSIS; EIT OBSERVATIONS; SOLAR CORONA; OSCILLATIONS; EMISSION; LOOPS; WAVES;
D O I
10.1007/s11214-021-00869-w
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
We review novel data analysis techniques developed or adapted for the field of coronal seismology. We focus on methods from the last ten years that were developed for extreme ultraviolet (EUV) imaging observations of the solar corona, as well as for light curves from radio and X-ray. The review covers methods for the analysis of transverse and longitudinal waves; spectral analysis of oscillatory signals in time series; automated detection and processing of large data sets; empirical mode decomposition; motion magnification; and reliable detection, including the most common pitfalls causing artefacts and false detections. We also consider techniques for the detailed investigation of MHD waves and seismological inference of physical parameters of the coronal plasma, including restoration of the three-dimensional geometry of oscillating coronal loops, forward modelling and Bayesian parameter inference.
引用
收藏
页数:54
相关论文
共 201 条
[31]   Machine Learning as a Flaring Storm Warning Machine: Was a Warning Machine for the 2017 September Solar Flaring Storm Possible? [J].
Benvenuto, F. ;
Campi, C. ;
Massone, A. M. ;
Piana, M. .
ASTROPHYSICAL JOURNAL LETTERS, 2020, 904 (01)
[32]  
Betancourt M., 2017, A Conceptual Introduction to Hamiltonian Monte Carlo
[33]   SOLAR FLARE PREDICTION USING SDO/HMI VECTOR MAGNETIC FIELD DATA WITH A MACHINE-LEARNING ALGORITHM [J].
Bobra, M. G. ;
Couvidat, S. .
ASTROPHYSICAL JOURNAL, 2015, 798 (02)
[34]   A Blueprint of State-of-the-art Techniques for Detecting Quasi-periodic Pulsations in Solar and Stellar Flares [J].
Broomhall, Anne-Marie ;
Davenport, James R. A. ;
Hayes, Laura A. ;
Inglis, Andrew R. ;
Kolotkov, Dmitrii Y. ;
McLaughlin, James A. ;
Mehta, Tishtrya ;
Nakariakov, Valery M. ;
Notsu, Yuta ;
Pascoe, David J. ;
Pugh, Chloe E. ;
Van Doorsselaere, Tom .
ASTROPHYSICAL JOURNAL SUPPLEMENT SERIES, 2019, 244 (02)
[35]   Discovery of Pulsation Dropout and Turn-on during the High State of the Accreting X-Ray Pulsar LMC X-4 [J].
Brumback, McKinley C. ;
Hickox, Ryan C. ;
Bachetti, Matteo ;
Ballhausen, Ralf ;
Furst, Felix S. ;
Pike, Sean ;
Pottschmidt, Katja ;
Tomsick, John A. ;
Wilms, Joern .
ASTROPHYSICAL JOURNAL LETTERS, 2018, 861 (01)
[36]   The Challenge of Machine Learning in Space Weather: Nowcasting and Forecasting [J].
Camporeale, E. .
SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS, 2019, 17 (08) :1166-1207
[37]   UNVEILING THE ORIGIN OF GRB 090709A: LACK OF PERIODICITY IN A REDDENED COSMOLOGICAL LONG-DURATION GAMMA-RAY BURST [J].
Cenko, S. B. ;
Butler, N. R. ;
Ofek, E. O. ;
Perley, D. A. ;
Morgan, A. N. ;
Frail, D. A. ;
Gorosabel, J. ;
Bloom, J. S. ;
Castro-Tirado, A. J. ;
Cepa, J. ;
Chandra, P. ;
Postigo, A. de Ugarte ;
Filippenko, A. V. ;
Klein, C. R. ;
Kulkarni, S. R. ;
Miller, A. A. ;
Nugent, P. E. ;
Starr, D. L. .
ASTRONOMICAL JOURNAL, 2010, 140 (01) :224-234
[38]   COMPARISON OF DAMPED OSCILLATIONS IN SOLAR AND STELLAR X-RAY FLARES [J].
Cho, I-H. ;
Cho, K-S. ;
Nakariakov, V. M. ;
Kim, S. ;
Kumar, P. .
ASTROPHYSICAL JOURNAL, 2016, 830 (02)
[39]   Energy release in the solar corona from spatially resolved magnetic braids [J].
Cirtain, J. W. ;
Golub, L. ;
Winebarger, A. R. ;
De Pontieu, B. ;
Kobayashi, K. ;
Moore, R. L. ;
Walsh, R. W. ;
Korreck, K. E. ;
Weber, M. ;
McCauley, P. ;
Title, A. ;
Kuzin, S. ;
DeForest, C. E. .
NATURE, 2013, 493 (7433) :501-503
[40]   KEPLER FLARES. II. THE TEMPORAL MORPHOLOGY OF WHITE-LIGHT FLARES ON GJ 1243 [J].
Davenport, James R. A. ;
Hawley, Suzanne L. ;
Hebb, Leslie ;
Wisniewski, John P. ;
Kowalski, Adam F. ;
Johnson, Emily C. ;
Malatesta, Michael ;
Peraza, Jesus ;
Keil, Marcus ;
Silverberg, Steven M. ;
Jansen, Tiffany C. ;
Scheffler, Matthew S. ;
Berdis, Jodi R. ;
Larsen, Daniel M. ;
Hilton, Eric J. .
ASTROPHYSICAL JOURNAL, 2014, 797 (02)