Evaluating the performance of empirical models of total electron density and whistler-mode wave amplitude in the Earth's inner magnetosphere

被引:5
作者
Ma, Qianli [1 ,2 ]
Chu, Xiangning [3 ]
Ma, Donglai [2 ]
Huang, Sheng [1 ]
Li, Wen [1 ]
Bortnik, Jacob [2 ]
Shen, Xiao-Chen [1 ]
机构
[1] Boston Univ, Ctr Space Phys, Boston, MA 02215 USA
[2] Univ Calif Los Angeles, Dept Atmospher & Ocean Sci, Los Angeles, CA 90095 USA
[3] Univ Colorado Boulder, Lab Atmospher & Space Phys, Boulder, CO USA
来源
FRONTIERS IN ASTRONOMY AND SPACE SCIENCES | 2023年 / 10卷
关键词
empirical model; total electron density; chorus wave amplitude; hiss wave amplitude; error metric; radiation belt; space weather prediction; VAN ALLEN PROBES; PLASMASPHERIC HISS; CHORUS WAVES; RADIATION BELTS; ACCELERATION; SIMULATIONS; SCATTERING; EVOLUTION; ORIGIN;
D O I
10.3389/fspas.2023.1232702
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
Empirical models have been previously developed using the large dataset of satellite observations to obtain the global distributions of total electron density and whistler-mode wave power, which are important in modeling radiation belt dynamics. In this paper, we apply the empirical models to construct the total electron density and the wave amplitudes of chorus and hiss, and compare them with the observations along Van Allen Probes orbits to evaluate the model performance. The empirical models are constructed using the Hp30 and SME (or SML) indices. The total electron density model provides an overall high correlation coefficient with observations, while large deviations are found in the dynamic regions near the plasmapause or in the plumes. The chorus wave model generally agrees with observations when the plasma trough region is correctly modeled and for modest wave amplitudes of 10-100 pT. The model overestimates the wave amplitude when the chorus is not observed or weak, and underestimates the wave amplitude when a large-amplitude chorus is observed. Similarly, the hiss wave model has good performance inside the plasmasphere when modest wave amplitudes are observed. However, when the modeled plasmapause location does not agree with the observation, the model misidentifies the chorus and hiss waves compared to observations, and large modeling errors occur. In addition, strong (>200 pT) hiss waves are observed in the plumes, which are difficult to capture using the empirical model due to their transient nature and relatively poor sampling statistics. We also evaluate four metrics for different empirical models parameterized by different indices. Among the tested models, the empirical model considering a plasmapause and controlled by Hp* (the maximum Hp30 during the previous 24 h) and SME* (the maximum SME during the previous 3 h) or Hp* and SML has the best performance with low errors and high correlation coefficients. Our study indicates that the empirical models are applicable for predicting density and whistler-mode waves with modest power, but large errors could occur, especially near the highly-dynamic plasmapause or in the plumes.
引用
收藏
页数:15
相关论文
共 74 条
  • [1] Synthetic Empirical Chorus Wave Model From Combined Van Allen Probes and Cluster Statistics
    Agapitov, O. V.
    Mourenas, D.
    Artemyev, A. V.
    Mozer, F. S.
    Hospodarsky, G.
    Bonnell, J.
    Krasnoselskikh, V.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-SPACE PHYSICS, 2018, 123 (01) : 297 - 314
  • [2] Statistics of whistler mode waves in the outer radiation belt: Cluster STAFF-SA measurements
    Agapitov, Oleksiy
    Artemyev, Anton
    Krasnoselskikh, Vladimir
    Khotyaintsev, Yuri V.
    Mourenas, Didier
    Breuillard, Hugo
    Balikhin, Michael
    Rolland, Guy
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-SPACE PHYSICS, 2013, 118 (06) : 3407 - 3420
  • [3] Frequency-time spectra of magnetospherically reflecting whistlers in the plasmasphere
    Bortnik, J
    Inan, US
    Bell, TF
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-SPACE PHYSICS, 2003, 108 (A1)
  • [4] A unified approach to inner magnetospheric state prediction
    Bortnik, J.
    Li, W.
    Thorne, R. M.
    Angelopoulos, V.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-SPACE PHYSICS, 2016, 121 (03) : 2423 - 2430
  • [5] An Observation Linking the Origin of Plasmaspheric Hiss to Discrete Chorus Emissions
    Bortnik, J.
    Li, W.
    Thorne, R. M.
    Angelopoulos, V.
    Cully, C.
    Bonnell, J.
    Le Contel, O.
    Roux, A.
    [J]. SCIENCE, 2009, 324 (5928) : 775 - 778
  • [6] Bortnik J., 2018, Machine learning techniques for space weather, P279, DOI [10.1016/b978-0-12-811788, DOI 10.1016/B978-0-12-811788-0.00011-1, 10.1016/B978-0-12-811788-0.00011-1]
  • [7] The unexpected origin of plasmaspheric hiss from discrete chorus emissions
    Bortnik, Jacob
    Thorne, Richard M.
    Meredith, Nigel P.
    [J]. NATURE, 2008, 452 (7183) : 62 - 66
  • [8] Breneman AW, 2022, SPACE SCI REV, V218, DOI 10.1007/s11214-022-00934-y
  • [9] AN ISEE/WHISTLER MODEL OF EQUATORIAL ELECTRON-DENSITY IN THE MAGNETOSPHERE
    CARPENTER, DL
    ANDERSON, RR
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-SPACE PHYSICS, 1992, 97 (A2) : 1097 - 1108
  • [10] Generation of unusually low frequency plasmaspheric hiss
    Chen, Lunjin
    Thorne, Richard M.
    Bortnik, Jacob
    Li, Wen
    Horne, Richard B.
    Reeves, G. D.
    Kletzing, C. A.
    Kurth, W. S.
    Hospodarsky, G. B.
    Spence, H. E.
    Blake, J. B.
    Fennell, J. F.
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2014, 41 (16) : 5702 - 5709