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Argall MR, Small CR, Piatt S, Breen L, Petrik M, Kokkonen K, Barnum J, Larsen K, Wilder FD, Oka M, Paterson WR, Torbert RB, Ergun RE, Phan T, Giles BL, Burch JL. MMS SITL Ground Loop: Automating the Burst Data Selection Process. FRONTIERS IN ASTRONOMY AND SPACE SCIENCES 2020; 7:54. [PMID: 34712702 PMCID: PMC8549770 DOI: 10.3389/fspas.2020.00054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Global-scale energy flow throughout Earth's magnetosphere is catalyzed by processes that occur at Earth's magnetopause (MP). Magnetic reconnection is one process responsible for solar wind entry into and global convection within the magnetosphere, and the MP location, orientation, and motion have an impact on the dynamics. Statistical studies that focus on these and other MP phenomena and characteristics inherently require MP identification in their event search criteria, a task that can be automated using machine learning so that more man hours can be spent on research and analysis. We introduce a Long-Short Term Memory (LSTM) Recurrent Neural Network model to detect MP crossings and assist studies of energy transfer into the magnetosphere. As its first application, the LSTM has been implemented into the operational data stream of the Magnetospheric Multiscale (MMS) mission. MMS focuses on the electron diffusion region of reconnection, where electron dynamics break magnetic field lines and plasma is energized. MMS employs automated burst triggers onboard the spacecraft and a Scientist-in-the-Loop (SITL) on the ground to select intervals likely to contain diffusion regions. Only low-resolution survey data is available to the SITL, which is insufficient to resolve electron dynamics. A strategy for the SITL, then, is to select all MP crossings. Of all 219 SITL selections classified as MP crossings during the first five months of model operations, the model predicted 166 (76%) of them, and of all 360 model predictions, 257 (71%) were selected by the SITL. Most predictions that were not classified as MP crossings by the SITL were still MP-like, in that the intervals contained mixed magnetosheath and magnetospheric plasmas. The LSTM model and its predictions are public to ease the burden of arduous event searches involving the MP, including those for EDRs. For MMS, this helps free up mission operation costs by consolidating manual classification processes into automated routines.
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Affiliation(s)
- Matthew R. Argall
- Space Science Center, EOS, University of New Hampshire, Durham, NC, United States
| | - Colin R. Small
- Department of Computer Science, University of New Hampshire, Durham, NC, United States
| | - Samantha Piatt
- Department of Computer Science, University of New Hampshire, Durham, NC, United States
| | - Liam Breen
- Department of Computer Science, University of New Hampshire, Durham, NC, United States
| | - Marek Petrik
- Department of Computer Science, University of New Hampshire, Durham, NC, United States
| | - Kim Kokkonen
- Laboratory for Atmospheric and Space Physics, University of Colorado at Boulder, Boulder CO, United States
| | - Julie Barnum
- Laboratory for Atmospheric and Space Physics, University of Colorado at Boulder, Boulder CO, United States
| | - Kristopher Larsen
- Laboratory for Atmospheric and Space Physics, University of Colorado at Boulder, Boulder CO, United States
| | - Frederick D. Wilder
- Laboratory for Atmospheric and Space Physics, University of Colorado at Boulder, Boulder CO, United States
| | - Mitsuo Oka
- Space Science Laboratory, University of California at Berkeley, Berkeley, CA, United States
| | | | - Roy B. Torbert
- Space Science Center, EOS, University of New Hampshire, Durham, NC, United States
- EOS-SwRI, Southwest Research Institute, Durham, NH, United States
| | - Robert E. Ergun
- Laboratory for Atmospheric and Space Physics, University of Colorado at Boulder, Boulder CO, United States
| | - Tai Phan
- Space Science Laboratory, University of California at Berkeley, Berkeley, CA, United States
| | | | - James L. Burch
- Southwest Research Institute, San Antonio, TX, United States
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Phan TD, Drake JF, Shay MA, Mozer FS, Eastwood JP. Evidence for an elongated (>60 ion skin depths) electron diffusion region during fast magnetic reconnection. PHYSICAL REVIEW LETTERS 2007; 99:255002. [PMID: 18233527 DOI: 10.1103/physrevlett.99.255002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/09/2007] [Indexed: 05/25/2023]
Abstract
Observations of an extremely elongated electron diffusion region occurring during fast reconnection are presented. Cluster spacecraft in situ observations of an expanding reconnection exhaust reveal a broad current layer ( approximately 10 ion skin depths thick) supporting the reversal of the reconnecting magnetic field together with an intense current embedded at the center that is due to a super-Alfvénic electron outflow jet with transverse scale of approximately 9 electron skin depths. The electron jet extends at least 60 ion skin depths downstream from the X-line.
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Affiliation(s)
- T D Phan
- Space Sciences Laboratory, University of California, Berkeley, California 94720, USA
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Bale SD, Mozer FS. Measurement of large parallel and perpendicular electric fields on electron spatial scales in the terrestrial bow shock. PHYSICAL REVIEW LETTERS 2007; 98:205001. [PMID: 17677704 DOI: 10.1103/physrevlett.98.205001] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2007] [Indexed: 05/16/2023]
Abstract
Large parallel (<or=100 mV/m) and perpendicular (<or=600 mV/m) electric fields were measured in the Earth's bow shock by the vector electric field experiment on the Polar satellite. These are the first reported direct measurements of parallel electric fields in a collisionless shock. These fields exist on spatial scales comparable to or less than the electron skin depth (a few kilometers) and correspond to magnetic-field-aligned potentials of tens of volts and perpendicular potentials up to a kilovolt. The perpendicular fields are amongst the largest ever measured in space, with energy densities of epsilon0E2/nkBTe of the order of 10%. The measured parallel electric field implies that the electrons are demagnetized, which may result in stochastic (rather than coherent) electron heating.
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Affiliation(s)
- S D Bale
- Physics Department and Space Sciences Laboratory, University of California, Berkeley, California 94720, USA.
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