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Ivarsen MF, St-Maurice JP, Hussey GC, Huyghebaert DR, Gillies MD. Point-cloud clustering and tracking algorithm for radar interferometry. Phys Rev E 2024; 110:045207. [PMID: 39562972 DOI: 10.1103/physreve.110.045207] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Accepted: 08/12/2024] [Indexed: 11/21/2024]
Abstract
In data mining, density-based clustering, which entails classifying datapoints according to their distributions in some space, is an essential method to extract information from large datasets. With the advent of software-based radio, ionospheric radars are capable of producing unprecedentedly large datasets of plasma turbulence backscatter observations, and new automatic techniques are needed to sift through them. We present an algorithm to automatically identify and track clusters of radar echoes through time, using dbscan, a celebrated density-based clustering method for noisy point clouds. We demonstrate our algorithm's efficiency by tracking turbulent structures in the E-region ionosphere, the so-called radar aurora. Through conjugate auroral imagery, as well as in situ satellite observations, we demonstrate that the observed turbulent structures generally track the motion of auroras. What is more, the radar aurora bulk motions exhibit key qualities of auroral electric field enhancements that have previously been observed with various instruments. We present preliminary statistical results using our method, and briefly discuss the method's limitations and potential future adaptations.
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Ivarsen MF, St-Maurice JP, Hussey G, Spicher A, Jin Y, Lozinsky A, Goodwin LV, Galeschuk D, Park J, Clausen LBN. Measuring small-scale plasma irregularities in the high-latitude E- and F-regions simultaneously. Sci Rep 2023; 13:11579. [PMID: 37464008 DOI: 10.1038/s41598-023-38777-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 07/14/2023] [Indexed: 07/20/2023] Open
Abstract
The ionosphere, Earth's space environment, exhibits widespread turbulent structuring, or plasma irregularities, visualized by the auroral displays seen in Earth's polar regions. Such plasma irregularities have been studied for decades, but plasma turbulence remains an elusive phenomenon. We combine scale-dependent measurements from a ground-based radar with satellite observations to characterize small-scale irregularities simultaneously in the bottomside and topside ionosphere and perform a statistical analysis on an aggregate from both instruments over time. We demonstrate the clear mapping of information vertically along the ionospheric altitude column, for field-perpendicular wavelengths down to 1.5 km. Our results paint a picture of the northern hemisphere high-latitude ionosphere as a turbulent system that is in a constant state of growth and decay; energy is being constantly injected and dissipated as the system is continuously attempting an accelerated return to equilibrium. We connect the widespread irregularity dissipation to Pedersen conductance in the E-region, and discuss the similarities between irregularities found in the polar cap and in the auroral region in that context. We find that the effects of a conducting E-region on certain turbulent properties (small-scale spectral index) is near ubiquitous in the dataset, and so we suggest that the electrodynamics of a conducting E-region must be considered when discussing plasma turbulence at high latitudes. This intimate relationship opens up the possibility that E-region conductivity is associated with the generation of F-region irregularities, though further studies are needed to assess that possibility.
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Affiliation(s)
- Magnus F Ivarsen
- Department of Physics, University of Oslo, Oslo, Norway.
- Department of Physics and Engineering Physics, University of Saskatchewan, Saskatoon, SK, Canada.
| | - Jean-Pierre St-Maurice
- Department of Physics and Engineering Physics, University of Saskatchewan, Saskatoon, SK, Canada
- Department of Physics and Astronomy, University of Western Ontario, London, ON, Canada
| | - Glenn Hussey
- Department of Physics and Engineering Physics, University of Saskatchewan, Saskatoon, SK, Canada
| | - Andres Spicher
- Department of Physics and Technology, UIT the Arctic University of Norway, Tromsø, Norway
| | - Yaqi Jin
- Department of Physics, University of Oslo, Oslo, Norway
| | - Adam Lozinsky
- Department of Physics and Engineering Physics, University of Saskatchewan, Saskatoon, SK, Canada
| | - Lindsay V Goodwin
- Center for Solar-Terrestrial Research, New Jersey Institute of Technology, Newark, NJ, USA
| | - Draven Galeschuk
- Department of Physics and Engineering Physics, University of Saskatchewan, Saskatoon, SK, Canada
| | - Jaeheung Park
- Korea Astronomy and Space Science Institute, Taejon, South Korea
- Department of Astronomy and Space Science, Korea University of Science and Technology, Taejon, South Korea
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Walach M, Grocott A, Thomas EG, Staples F. Dusk-Dawn Asymmetries in SuperDARN Convection Maps. JOURNAL OF GEOPHYSICAL RESEARCH. SPACE PHYSICS 2022; 127:e2022JA030906. [PMID: 37032659 PMCID: PMC10078218 DOI: 10.1029/2022ja030906] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/04/2022] [Revised: 11/01/2022] [Accepted: 12/13/2022] [Indexed: 06/19/2023]
Abstract
The Super Dual Auroral Radar Network (SuperDARN) is a collection of radars built to study ionospheric convection. We use a 7-year archive of SuperDARN convection maps, processed in 3 different ways, to build a statistical understanding of dusk-dawn asymmetries in the convection patterns. We find that the data set processing alone can introduce a bias which manifests itself in dusk-dawn asymmetries. We find that the solar wind clock angle affects the balance in the strength of the convection cells. We further find that the location of the positive potential foci is most likely observed at latitudes of 78° for long periods (>300 min) of southward interplanetary magnetic field (IMF), as opposed to 74° for short periods (<20 min) of steady IMF. For long steady dawnward IMF the median is also at 78°. For long steady periods of duskward IMF, the positive potential foci tends to be at lower latitudes than the negative potential and vice versa during dawnward IMF. For long periods of steady Northward IMF, the positive and negative cells can swap sides in the convection pattern. We find that they move from ∼0-9 MLT to 15 MLT or ∼15-23 MLT to 10 MLT, which reduces asymmetry in the average convection cell locations for Northward IMF. We also investigate the width of the region in which the convection returns to the dayside, the return flow width. Asymmetries in this are not obvious, until we select by solar wind conditions, when the return flow region is widest for the negative convection cell during Southward IMF.
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Affiliation(s)
| | | | - E. G. Thomas
- Thayer School of EngineeringDartmouth CollegeHanoverNHUSA
| | - F. Staples
- Department of Atmospheric and Oceanic SciencesUniversity of CaliforniaLos AngelesCAUSA
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Cross-scale energy cascade powered by magnetospheric convection. Sci Rep 2022; 12:4446. [PMID: 35292669 PMCID: PMC8924280 DOI: 10.1038/s41598-022-08038-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Accepted: 02/03/2022] [Indexed: 11/08/2022] Open
Abstract
Plasma convection in the Earth's magnetosphere from the distant magnetotail to the inner magnetosphere occurs largely in the form of mesoscale flows, i.e., discrete enhancements in the plasma flow with sharp dipolarizations of magnetic field. Recent spacecraft observations suggest that the dipolarization flows are associated with a wide range of kinetic processes such as kinetic Alfvén waves, whistler-mode waves, and nonlinear time-domain structures. In this paper we explore how mesoscale dipolarization flows produce suprathermal electron instabilities, thus providing free energy for the generation of the observed kinetic waves and structures. We employ three-dimensional test-particle simulations of electron dynamics one-way coupled to a global magnetospheric model. The simulations show rapid growth of interchanging regions of parallel and perpendicular electron temperature anisotropies distributed along the magnetic terrain formed around the dipolarization flows. Unencumbered in test-particle simulations, a rapid growth of velocity-space anisotropies in the collisionless magnetotail plasma is expected to be curbed by the generation of plasma waves. The results are compared with in situ observations of an isolated dipolarization flow at one of the Magnetospheric Multiscale Mission spacecraft. The observations show strong wave activity alternating between broad-band wave activity and whistler waves. With estimated spatial extent being similar to the characteristic size of the temperature anisotropy patches in our test-particle simulations, the observed bursts of the wave activity are likely to be produced by the parallel and perpendicular electron energy anisotropies driven by the dipolarization flow, as suggested by our modeling results.
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The Space and Terrestrial Weather Variations as Possible Factors for Ischemia Events in Saint Petersburg. ATMOSPHERE 2021. [DOI: 10.3390/atmos13010008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The Space and Terrestrial Weather (Weather Complex) impact on ischemia cases in Saint Petersburg is investigated. The results show the main feature of the Weather Complex when it was related to the days of the different ischemia situations in the different ischemia people gender groups. The data treatment was done with some elements of the Folder Epochs Method, Cluster Analysis and the Mann–Whitney hypothesis test criterion.
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Hatch SM, LaBelle J, Chaston CC. Inferring Source Properties of Monoenergetic Electron Precipitation From Kappa and Maxwellian Moment-Voltage Relationships. JOURNAL OF GEOPHYSICAL RESEARCH. SPACE PHYSICS 2019; 124:1548-1567. [PMID: 31123664 PMCID: PMC6519048 DOI: 10.1029/2018ja026158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/08/2018] [Revised: 12/18/2018] [Accepted: 01/09/2019] [Indexed: 06/09/2023]
Abstract
We present two case studies of FAST electrostatic analyzer measurements of both highly nonthermal ( κ ≲ 2.5) and weakly nonthermal/thermal monoenergetic electron precipitation at ∼4,000 km, from which we infer the properties of the magnetospheric source distributions via comparison of experimentally determined number density-, current density-, and energy flux-voltage relationships with corresponding theoretical relationships. We also discuss the properties of the two new theoretical number density-voltage relationships that we employ. Moment uncertainties, which are calculated analytically via application of the Gershman et al. (2015, https://doi.org/10.1002/2014JA020775) moment uncertainty framework, are used in Monte Carlo simulations to infer ranges of magnetospheric source population densities, temperatures, κ values, and altitudes. We identify the most likely ranges of source parameters by requiring that the range of κ values inferred from fitting experimental moment-voltage relationships correspond to the range of κ values inferred from directly fitting observed electron distributions with two-dimensional kappa distribution functions. Observations in the first case study, which are made over ∼78-79° invariant latitude in the Northern Hemisphere and 4.5-5.5 magnetic local time, are consistent with a magnetospheric source population density n m= 0.7-0.8 cm-3, source temperature T m≈ 70 eV, source altitude h= 6.4-7.7 R E, and κ= 2.2-2.8. Observations in the second case study, which are made over 76-79° invariant latitude in the Southern Hemisphere and ∼21 magnetic local time, are consistent with a magnetospheric source population density n m= 0.07-0.09 cm-3, source temperature T m≈ 95 eV, source altitude h ≳ 6 R E, and κ= 2-6.
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Affiliation(s)
- Spencer M. Hatch
- Birkeland Centre for Space Science, Department of Physics and TechnologyUniversity of BergenBergenNorway
| | - James LaBelle
- Department of Physics and AstronomyDartmouth CollegeHanoverNHUSA
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Mauk B, Bagenal F. Comparative Auroral Physics: Earth and Other Planets. GEOPHYSICAL MONOGRAPH SERIES 2013. [DOI: 10.1029/2011gm001192] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/05/2022]
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Sergeev VA, Tsyganenko NA, Smirnov MV, Nikolaev AV, Singer HJ, Baumjohann W. Magnetic effects of the substorm current wedge in a “spread-out wire” model and their comparison with ground, geosynchronous, and tail lobe data. ACTA ACUST UNITED AC 2011. [DOI: 10.1029/2011ja016471] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- V. A. Sergeev
- Department of Earth Physics; Saint-Petersburg State University; Petrodvoretz Russia
| | - N. A. Tsyganenko
- Department of Earth Physics; Saint-Petersburg State University; Petrodvoretz Russia
| | - M. V. Smirnov
- Department of Earth Physics; Saint-Petersburg State University; Petrodvoretz Russia
| | - A. V. Nikolaev
- Department of Earth Physics; Saint-Petersburg State University; Petrodvoretz Russia
| | - H. J. Singer
- Space Weather Prediction Center; NOAA; Boulder Colorado USA
| | - W. Baumjohann
- Space Research Institute; Austrian Academy of Sciences; Graz Austria
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Talboys DL, Arridge CS, Bunce EJ, Coates AJ, Cowley SWH, Dougherty MK. Characterization of auroral current systems in Saturn's magnetosphere: High-latitude Cassini observations. ACTA ACUST UNITED AC 2009. [DOI: 10.1029/2008ja013846] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- D. L. Talboys
- Department of Physics and Astronomy; University of Leicester; Leicester UK
| | - C. S. Arridge
- Mullard Space Science Laboratory; University College London; Dorking UK
- Centre for Planetary Sciences; University College London; London UK
| | - E. J. Bunce
- Department of Physics and Astronomy; University of Leicester; Leicester UK
| | - A. J. Coates
- Mullard Space Science Laboratory; University College London; Dorking UK
- Centre for Planetary Sciences; University College London; London UK
| | - S. W. H. Cowley
- Department of Physics and Astronomy; University of Leicester; Leicester UK
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Cowley SWH, Alexeev II, Belenkaya ES, Bunce EJ, Cottis CE, Kalegaev VV, Nichols JD, Prangé R, Wilson FJ. A simple axisymmetric model of magnetosphere-ionosphere coupling currents in Jupiter's polar ionosphere. ACTA ACUST UNITED AC 2005. [DOI: 10.1029/2005ja011237] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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